BibTeX records: S. Sathiya Keerthi

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@article{DBLP:journals/corr/abs-2401-04044,
  author       = {Zirui Liu and
                  Qingquan Song and
                  Qiang Charles Xiao and
                  Sathiya Keerthi Selvaraj and
                  Rahul Mazumder and
                  Aman Gupta and
                  Xia Hu},
  title        = {FFSplit: Split Feed-Forward Network For Optimizing Accuracy-Efficiency
                  Trade-off in Language Model Inference},
  journal      = {CoRR},
  volume       = {abs/2401.04044},
  year         = {2024},
  url          = {https://doi.org/10.48550/arXiv.2401.04044},
  doi          = {10.48550/ARXIV.2401.04044},
  eprinttype    = {arXiv},
  eprint       = {2401.04044},
  timestamp    = {Wed, 24 Jan 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2401-04044.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2401-12332,
  author       = {Gregory Dexter and
                  Borja Ocejo and
                  S. Sathiya Keerthi and
                  Aman Gupta and
                  Ayan Acharya and
                  Rajiv Khanna},
  title        = {A Precise Characterization of {SGD} Stability Using Loss Surface Geometry},
  journal      = {CoRR},
  volume       = {abs/2401.12332},
  year         = {2024},
  url          = {https://doi.org/10.48550/arXiv.2401.12332},
  doi          = {10.48550/ARXIV.2401.12332},
  eprinttype    = {arXiv},
  eprint       = {2401.12332},
  timestamp    = {Mon, 05 Feb 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2401-12332.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2402-06859,
  author       = {Fedor Borisyuk and
                  Mingzhou Zhou and
                  Qingquan Song and
                  Siyu Zhu and
                  Birjodh Tiwana and
                  Ganesh Parameswaran and
                  Siddharth Dangi and
                  Lars Hertel and
                  Qiang Charles Xiao and
                  Xiaochen Hou and
                  Yunbo Ouyang and
                  Aman Gupta and
                  Sheallika Singh and
                  Dan Liu and
                  Hailing Cheng and
                  Lei Le and
                  Jonathan Hung and
                  S. Sathiya Keerthi and
                  Ruoyan Wang and
                  Fengyu Zhang and
                  Mohit Kothari and
                  Chen Zhu and
                  Daqi Sun and
                  Yun Dai and
                  Xun Luan and
                  Sirou Zhu and
                  Zhiwei Wang and
                  Neil Daftary and
                  Qianqi Shen and
                  Chengming Jiang and
                  Haichao Wei and
                  Maneesh Varshney and
                  Amol Ghoting and
                  Souvik Ghosh},
  title        = {LiRank: Industrial Large Scale Ranking Models at LinkedIn},
  journal      = {CoRR},
  volume       = {abs/2402.06859},
  year         = {2024},
  url          = {https://doi.org/10.48550/arXiv.2402.06859},
  doi          = {10.48550/ARXIV.2402.06859},
  eprinttype    = {arXiv},
  eprint       = {2402.06859},
  timestamp    = {Mon, 19 Feb 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2402-06859.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2403-00803,
  author       = {Ruofan Wang and
                  Prakruthi Prabhakar and
                  Gaurav Srivastava and
                  Tianqi Wang and
                  Zeinab S. Jalali and
                  Varun Bharill and
                  Yunbo Ouyang and
                  Aastha Nigam and
                  Divya Venugopalan and
                  Aman Gupta and
                  Fedor Borisyuk and
                  Sathiya Keerthi Selvaraj and
                  Ajith Muralidharan},
  title        = {LiMAML: Personalization of Deep Recommender Models via Meta Learning},
  journal      = {CoRR},
  volume       = {abs/2403.00803},
  year         = {2024},
  url          = {https://doi.org/10.48550/arXiv.2403.00803},
  doi          = {10.48550/ARXIV.2403.00803},
  eprinttype    = {arXiv},
  eprint       = {2403.00803},
  timestamp    = {Tue, 02 Apr 2024 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2403-00803.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cikm/AcharyaGSO0SMGA23,
  author       = {Ayan Acharya and
                  Siyuan Gao and
                  Ankan Saha and
                  Borja Ocejo and
                  Kinjal Basu and
                  Sathiya Keerthi Selvaraj and
                  Rahul Mazumder and
                  Aman Gupta and
                  Parag Agrawal},
  editor       = {Ingo Frommholz and
                  Frank Hopfgartner and
                  Mark Lee and
                  Michael Oakes and
                  Mounia Lalmas and
                  Min Zhang and
                  Rodrygo L. T. Santos},
  title        = {Optimizing for Member Value in an Edge Building Marketplace},
  booktitle    = {Proceedings of the 32nd {ACM} International Conference on Information
                  and Knowledge Management, {CIKM} 2023, Birmingham, United Kingdom,
                  October 21-25, 2023},
  pages        = {5--14},
  publisher    = {{ACM}},
  year         = {2023},
  url          = {https://doi.org/10.1145/3583780.3615000},
  doi          = {10.1145/3583780.3615000},
  timestamp    = {Sat, 16 Mar 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/cikm/AcharyaGSO0SMGA23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kdd/GuptaKACERM0TG23,
  author       = {Aman Gupta and
                  S. Sathiya Keerthi and
                  Ayan Acharya and
                  Miao Cheng and
                  Borja Ocejo Elizondo and
                  Rohan Ramanath and
                  Rahul Mazumder and
                  Kinjal Basu and
                  J. Kenneth Tay and
                  Rupesh Gupta},
  editor       = {Ambuj K. Singh and
                  Yizhou Sun and
                  Leman Akoglu and
                  Dimitrios Gunopulos and
                  Xifeng Yan and
                  Ravi Kumar and
                  Fatma Ozcan and
                  Jieping Ye},
  title        = {Practical Design of Performant Recommender Systems using Large-scale
                  Linear Programming-based Global Inference},
  booktitle    = {Proceedings of the 29th {ACM} {SIGKDD} Conference on Knowledge Discovery
                  and Data Mining, {KDD} 2023, Long Beach, CA, USA, August 6-10, 2023},
  pages        = {5781--5782},
  publisher    = {{ACM}},
  year         = {2023},
  url          = {https://doi.org/10.1145/3580305.3599183},
  doi          = {10.1145/3580305.3599183},
  timestamp    = {Mon, 25 Sep 2023 08:29:22 +0200},
  biburl       = {https://dblp.org/rec/conf/kdd/GuptaKACERM0TG23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/www/AcharyaGO0SSMAG23,
  author       = {Ayan Acharya and
                  Siyuan Gao and
                  Borja Ocejo and
                  Kinjal Basu and
                  Ankan Saha and
                  Sathiya Keerthi Selvaraj and
                  Rahul Mazumder and
                  Parag Agrawal and
                  Aman Gupta},
  editor       = {Ying Ding and
                  Jie Tang and
                  Juan F. Sequeda and
                  Lora Aroyo and
                  Carlos Castillo and
                  Geert{-}Jan Houben},
  title        = {Promoting Inactive Members in Edge-Building Marketplace},
  booktitle    = {Companion Proceedings of the {ACM} Web Conference 2023, {WWW} 2023,
                  Austin, TX, USA, 30 April 2023 - 4 May 2023},
  pages        = {945--949},
  publisher    = {{ACM}},
  year         = {2023},
  url          = {https://doi.org/10.1145/3543873.3587647},
  doi          = {10.1145/3543873.3587647},
  timestamp    = {Mon, 28 Aug 2023 21:17:11 +0200},
  biburl       = {https://dblp.org/rec/conf/www/AcharyaGO0SSMAG23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2302-09693,
  author       = {Kayhan Behdin and
                  Qingquan Song and
                  Aman Gupta and
                  Ayan Acharya and
                  David Durfee and
                  Borja Ocejo and
                  S. Sathiya Keerthi and
                  Rahul Mazumder},
  title        = {mSAM: Micro-Batch-Averaged Sharpness-Aware Minimization},
  journal      = {CoRR},
  volume       = {abs/2302.09693},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2302.09693},
  doi          = {10.48550/ARXIV.2302.09693},
  eprinttype    = {arXiv},
  eprint       = {2302.09693},
  timestamp    = {Thu, 23 Feb 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2302-09693.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2309-01885,
  author       = {Kayhan Behdin and
                  Ayan Acharya and
                  Aman Gupta and
                  Sathiya Keerthi Selvaraj and
                  Rahul Mazumder},
  title        = {QuantEase: Optimization-based Quantization for Language Models - An
                  Efficient and Intuitive Algorithm},
  journal      = {CoRR},
  volume       = {abs/2309.01885},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2309.01885},
  doi          = {10.48550/ARXIV.2309.01885},
  eprinttype    = {arXiv},
  eprint       = {2309.01885},
  timestamp    = {Tue, 12 Sep 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2309-01885.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaai/RamanathKPS022,
  author       = {Rohan Ramanath and
                  S. Sathiya Keerthi and
                  Yao Pan and
                  Konstantin Salomatin and
                  Kinjal Basu},
  title        = {Efficient Vertex-Oriented Polytopic Projection for Web-Scale Applications},
  booktitle    = {Thirty-Sixth {AAAI} Conference on Artificial Intelligence, {AAAI}
                  2022, Thirty-Fourth Conference on Innovative Applications of Artificial
                  Intelligence, {IAAI} 2022, The Twelveth Symposium on Educational Advances
                  in Artificial Intelligence, {EAAI} 2022 Virtual Event, February 22
                  - March 1, 2022},
  pages        = {3821--3829},
  publisher    = {{AAAI} Press},
  year         = {2022},
  url          = {https://doi.org/10.1609/aaai.v36i4.20297},
  doi          = {10.1609/AAAI.V36I4.20297},
  timestamp    = {Mon, 04 Sep 2023 12:29:24 +0200},
  biburl       = {https://dblp.org/rec/conf/aaai/RamanathKPS022.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2212-04343,
  author       = {Kayhan Behdin and
                  Qingquan Song and
                  Aman Gupta and
                  David Durfee and
                  Ayan Acharya and
                  S. Sathiya Keerthi and
                  Rahul Mazumder},
  title        = {Improved Deep Neural Network Generalization Using m-Sharpness-Aware
                  Minimization},
  journal      = {CoRR},
  volume       = {abs/2212.04343},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2212.04343},
  doi          = {10.48550/ARXIV.2212.04343},
  eprinttype    = {arXiv},
  eprint       = {2212.04343},
  timestamp    = {Mon, 02 Jan 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2212-04343.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2103-05277,
  author       = {Rohan Ramanath and
                  S. Sathiya Keerthi and
                  Yao Pan and
                  Konstantin Salomatin and
                  Kinjal Basu},
  title        = {Efficient Algorithms for Global Inference in Internet Marketplaces},
  journal      = {CoRR},
  volume       = {abs/2103.05277},
  year         = {2021},
  url          = {https://arxiv.org/abs/2103.05277},
  eprinttype    = {arXiv},
  eprint       = {2103.05277},
  timestamp    = {Mon, 11 Jul 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2103-05277.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2108-05839,
  author       = {Aman Gupta and
                  Rohan Ramanath and
                  Jun Shi and
                  Anika Ramachandran and
                  Sirou Zhou and
                  Mingzhou Zhou and
                  S. Sathiya Keerthi},
  title        = {Logit Attenuating Weight Normalization},
  journal      = {CoRR},
  volume       = {abs/2108.05839},
  year         = {2021},
  url          = {https://arxiv.org/abs/2108.05839},
  eprinttype    = {arXiv},
  eprint       = {2108.05839},
  timestamp    = {Wed, 18 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2108-05839.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2002-02879,
  author       = {Saurav Manchanda and
                  Pranjul Yadav and
                  Khoa D. Doan and
                  S. Sathiya Keerthi},
  title        = {Targeted display advertising: the case of preferential attachment},
  journal      = {CoRR},
  volume       = {abs/2002.02879},
  year         = {2020},
  url          = {https://arxiv.org/abs/2002.02879},
  eprinttype    = {arXiv},
  eprint       = {2002.02879},
  timestamp    = {Mon, 10 Feb 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2002-02879.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2003-01296,
  author       = {Saurav Manchanda and
                  Khoa Doan and
                  Pranjul Yadav and
                  S. Sathiya Keerthi},
  title        = {Regression via Implicit Models and Optimal Transport Cost Minimization},
  journal      = {CoRR},
  volume       = {abs/2003.01296},
  year         = {2020},
  url          = {https://arxiv.org/abs/2003.01296},
  eprinttype    = {arXiv},
  eprint       = {2003.01296},
  timestamp    = {Tue, 10 Mar 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2003-01296.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2003-11774,
  author       = {Khoa D. Doan and
                  Saurav Manchanda and
                  Fengjiao Wang and
                  S. Sathiya Keerthi and
                  Avradeep Bhowmik and
                  Chandan K. Reddy},
  title        = {Image Generation Via Minimizing Fr{\'{e}}chet Distance in Discriminator
                  Feature Space},
  journal      = {CoRR},
  volume       = {abs/2003.11774},
  year         = {2020},
  url          = {https://arxiv.org/abs/2003.11774},
  eprinttype    = {arXiv},
  eprint       = {2003.11774},
  timestamp    = {Wed, 01 Apr 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2003-11774.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/bigdataconf/ManchandaYDK19,
  author       = {Saurav Manchanda and
                  Pranjul Yadav and
                  Khoa D. Doan and
                  S. Sathiya Keerthi},
  editor       = {Chaitanya K. Baru and
                  Jun Huan and
                  Latifur Khan and
                  Xiaohua Hu and
                  Ronay Ak and
                  Yuanyuan Tian and
                  Roger S. Barga and
                  Carlo Zaniolo and
                  Kisung Lee and
                  Yanfang (Fanny) Ye},
  title        = {Targeted display advertising: the case of preferential attachment},
  booktitle    = {2019 {IEEE} International Conference on Big Data {(IEEE} BigData),
                  Los Angeles, CA, USA, December 9-12, 2019},
  pages        = {1868--1877},
  publisher    = {{IEEE}},
  year         = {2019},
  url          = {https://doi.org/10.1109/BigData47090.2019.9006184},
  doi          = {10.1109/BIGDATA47090.2019.9006184},
  timestamp    = {Tue, 18 Oct 2022 14:44:48 +0200},
  biburl       = {https://dblp.org/rec/conf/bigdataconf/ManchandaYDK19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/recsys/AggarwalYK19,
  author       = {Karan Aggarwal and
                  Pranjul Yadav and
                  S. Sathiya Keerthi},
  editor       = {Toine Bogers and
                  Alan Said and
                  Peter Brusilovsky and
                  Domonkos Tikk},
  title        = {Domain adaptation in display advertising: an application for partner
                  cold-start},
  booktitle    = {Proceedings of the 13th {ACM} Conference on Recommender Systems, RecSys
                  2019, Copenhagen, Denmark, September 16-20, 2019},
  pages        = {178--186},
  publisher    = {{ACM}},
  year         = {2019},
  url          = {https://doi.org/10.1145/3298689.3347004},
  doi          = {10.1145/3298689.3347004},
  timestamp    = {Wed, 09 Oct 2019 14:20:04 +0200},
  biburl       = {https://dblp.org/rec/conf/recsys/AggarwalYK19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1905-06425,
  author       = {Jennifer Ortiz and
                  Magdalena Balazinska and
                  Johannes Gehrke and
                  S. Sathiya Keerthi},
  title        = {An Empirical Analysis of Deep Learning for Cardinality Estimation},
  journal      = {CoRR},
  volume       = {abs/1905.06425},
  year         = {2019},
  url          = {http://arxiv.org/abs/1905.06425},
  eprinttype    = {arXiv},
  eprint       = {1905.06425},
  timestamp    = {Tue, 28 May 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1905-06425.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1905-12868,
  author       = {Karan Aggarwal and
                  Matthieu Kirchmeyer and
                  Pranjul Yadav and
                  S. Sathiya Keerthi and
                  Patrick Gallinari},
  title        = {Regression with Conditional {GAN}},
  journal      = {CoRR},
  volume       = {abs/1905.12868},
  year         = {2019},
  url          = {http://arxiv.org/abs/1905.12868},
  eprinttype    = {arXiv},
  eprint       = {1905.12868},
  timestamp    = {Mon, 03 Jun 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1905-12868.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/MahajanAKSB18,
  author       = {Dhruv Mahajan and
                  Nikunj Agrawal and
                  S. Sathiya Keerthi and
                  Sundararajan Sellamanickam and
                  L{\'{e}}on Bottou},
  title        = {An efficient distributed learning algorithm based on effective local
                  functional approximations},
  journal      = {J. Mach. Learn. Res.},
  volume       = {19},
  pages        = {74:1--74:37},
  year         = {2018},
  url          = {http://jmlr.org/papers/v19/15-020.html},
  timestamp    = {Mon, 28 Sep 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/jmlr/MahajanAKSB18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/neco/WangTCLKMSL18,
  author       = {Chien{-}Chih Wang and
                  Kent Loong Tan and
                  Chun{-}Ting Chen and
                  Yu{-}Hsiang Lin and
                  S. Sathiya Keerthi and
                  Dhruv Mahajan and
                  S. Sundararajan and
                  Chih{-}Jen Lin},
  title        = {Distributed Newton Methods for Deep Neural Networks},
  journal      = {Neural Comput.},
  volume       = {30},
  number       = {6},
  year         = {2018},
  url          = {https://doi.org/10.1162/neco\_a\_01088},
  doi          = {10.1162/NECO\_A\_01088},
  timestamp    = {Mon, 28 Sep 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/neco/WangTCLKMSL18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aistats/DerezinskiMKVW18,
  author       = {Michal Derezinski and
                  Dhruv Mahajan and
                  S. Sathiya Keerthi and
                  S. V. N. Vishwanathan and
                  Markus Weimer},
  editor       = {Amos J. Storkey and
                  Fernando P{\'{e}}rez{-}Cruz},
  title        = {Batch-Expansion Training: An Efficient Optimization Framework},
  booktitle    = {International Conference on Artificial Intelligence and Statistics,
                  {AISTATS} 2018, 9-11 April 2018, Playa Blanca, Lanzarote, Canary Islands,
                  Spain},
  series       = {Proceedings of Machine Learning Research},
  volume       = {84},
  pages        = {736--744},
  publisher    = {{PMLR}},
  year         = {2018},
  url          = {http://proceedings.mlr.press/v84/derezinski18b.html},
  timestamp    = {Mon, 28 Sep 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/aistats/DerezinskiMKVW18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sigmod/OrtizBGK18,
  author       = {Jennifer Ortiz and
                  Magdalena Balazinska and
                  Johannes Gehrke and
                  S. Sathiya Keerthi},
  editor       = {Sebastian Schelter and
                  Stephan Seufert and
                  Arun Kumar},
  title        = {Learning State Representations for Query Optimization with Deep Reinforcement
                  Learning},
  booktitle    = {Proceedings of the Second Workshop on Data Management for End-To-End
                  Machine Learning, DEEM@SIGMOD 2018, Houston, TX, USA, June 15, 2018},
  pages        = {4:1--4:4},
  publisher    = {{ACM}},
  year         = {2018},
  url          = {https://doi.org/10.1145/3209889.3209890},
  doi          = {10.1145/3209889.3209890},
  timestamp    = {Wed, 21 Nov 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/sigmod/OrtizBGK18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1802-00130,
  author       = {Chien{-}Chih Wang and
                  Kent Loong Tan and
                  Chun{-}Ting Chen and
                  Yu{-}Hsiang Lin and
                  S. Sathiya Keerthi and
                  Dhruv Mahajan and
                  S. Sundararajan and
                  Chih{-}Jen Lin},
  title        = {Distributed Newton Methods for Deep Neural Networks},
  journal      = {CoRR},
  volume       = {abs/1802.00130},
  year         = {2018},
  url          = {http://arxiv.org/abs/1802.00130},
  eprinttype    = {arXiv},
  eprint       = {1802.00130},
  timestamp    = {Mon, 28 Sep 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1802-00130.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1803-08604,
  author       = {Jennifer Ortiz and
                  Magdalena Balazinska and
                  Johannes Gehrke and
                  S. Sathiya Keerthi},
  title        = {Learning State Representations for Query Optimization with Deep Reinforcement
                  Learning},
  journal      = {CoRR},
  volume       = {abs/1803.08604},
  year         = {2018},
  url          = {http://arxiv.org/abs/1803.08604},
  eprinttype    = {arXiv},
  eprint       = {1803.08604},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1803-08604.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/MahajanKS17,
  author       = {Dhruv Mahajan and
                  S. Sathiya Keerthi and
                  S. Sundararajan},
  title        = {A distributed block coordinate descent method for training l1 regularized
                  linear classifiers},
  journal      = {J. Mach. Learn. Res.},
  volume       = {18},
  pages        = {91:1--91:35},
  year         = {2017},
  url          = {http://jmlr.org/papers/v18/14-484.html},
  timestamp    = {Mon, 28 Sep 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/jmlr/MahajanKS17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/SiZKMDH17,
  author       = {Si Si and
                  Huan Zhang and
                  S. Sathiya Keerthi and
                  Dhruv Mahajan and
                  Inderjit S. Dhillon and
                  Cho{-}Jui Hsieh},
  editor       = {Doina Precup and
                  Yee Whye Teh},
  title        = {Gradient Boosted Decision Trees for High Dimensional Sparse Output},
  booktitle    = {Proceedings of the 34th International Conference on Machine Learning,
                  {ICML} 2017, Sydney, NSW, Australia, 6-11 August 2017},
  series       = {Proceedings of Machine Learning Research},
  volume       = {70},
  pages        = {3182--3190},
  publisher    = {{PMLR}},
  year         = {2017},
  url          = {http://proceedings.mlr.press/v70/si17a.html},
  timestamp    = {Mon, 28 Sep 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/icml/SiZKMDH17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/DerezinskiMKVW17,
  author       = {Michal Derezinski and
                  Dhruv Mahajan and
                  S. Sathiya Keerthi and
                  S. V. N. Vishwanathan and
                  Markus Weimer},
  title        = {Batch-Expansion Training: An Efficient Optimization Paradigm for Machine
                  Learning},
  journal      = {CoRR},
  volume       = {abs/1704.06731},
  year         = {2017},
  url          = {http://arxiv.org/abs/1704.06731},
  eprinttype    = {arXiv},
  eprint       = {1704.06731},
  timestamp    = {Mon, 28 Sep 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/DerezinskiMKVW17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1711-05482,
  author       = {Dhruv Mahajan and
                  Vivek Gupta and
                  S. Sathiya Keerthi and
                  Sundararajan Sellamanickam and
                  Shravan Narayanamurthy and
                  Rahul Kidambi},
  title        = {Efficient Estimation of Generalization Error and Bias-Variance Components
                  of Ensembles},
  journal      = {CoRR},
  volume       = {abs/1711.05482},
  year         = {2017},
  url          = {http://arxiv.org/abs/1711.05482},
  eprinttype    = {arXiv},
  eprint       = {1711.05482},
  timestamp    = {Mon, 28 Sep 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1711-05482.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cikm/MahajanKBPSKG16,
  author       = {Dhruv Mahajan and
                  Vishwajit Kolathur and
                  Chetan Bansal and
                  Suresh Parthasarathy and
                  Sundararajan Sellamanickam and
                  S. Sathiya Keerthi and
                  Johannes Gehrke},
  editor       = {Snehasis Mukhopadhyay and
                  ChengXiang Zhai and
                  Elisa Bertino and
                  Fabio Crestani and
                  Javed Mostafa and
                  Jie Tang and
                  Luo Si and
                  Xiaofang Zhou and
                  Yi Chang and
                  Yunyao Li and
                  Parikshit Sondhi},
  title        = {Hashtag Recommendation for Enterprise Applications},
  booktitle    = {Proceedings of the 25th {ACM} International Conference on Information
                  and Knowledge Management, {CIKM} 2016, Indianapolis, IN, USA, October
                  24-28, 2016},
  pages        = {893--902},
  publisher    = {{ACM}},
  year         = {2016},
  url          = {https://doi.org/10.1145/2983323.2983365},
  doi          = {10.1145/2983323.2983365},
  timestamp    = {Mon, 28 Sep 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/cikm/MahajanKBPSKG16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icdm/KhandujaNSRSK15,
  author       = {Shwetabh Khanduja and
                  Vinod Nair and
                  S. Sundararajan and
                  Ameya Raul and
                  Ajesh Babu Shaj and
                  S. Sathiya Keerthi},
  title        = {Near Real-Time Service Monitoring Using High-Dimensional Time Series},
  booktitle    = {{IEEE} International Conference on Data Mining Workshop, {ICDMW} 2015,
                  Atlantic City, NJ, USA, November 14-17, 2015},
  pages        = {1624--1627},
  publisher    = {{IEEE} Computer Society},
  year         = {2015},
  url          = {https://doi.org/10.1109/ICDMW.2015.254},
  doi          = {10.1109/ICDMW.2015.254},
  timestamp    = {Mon, 26 Jun 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/icdm/KhandujaNSRSK15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kdd/NairRKBSKHD15,
  author       = {Vinod Nair and
                  Ameya Raul and
                  Shwetabh Khanduja and
                  Vikas Bahirwani and
                  Sundararajan Sellamanickam and
                  S. Sathiya Keerthi and
                  Steve Herbert and
                  Sudheer Dhulipalla},
  editor       = {Longbing Cao and
                  Chengqi Zhang and
                  Thorsten Joachims and
                  Geoffrey I. Webb and
                  Dragos D. Margineantu and
                  Graham Williams},
  title        = {Learning a Hierarchical Monitoring System for Detecting and Diagnosing
                  Service Issues},
  booktitle    = {Proceedings of the 21th {ACM} {SIGKDD} International Conference on
                  Knowledge Discovery and Data Mining, Sydney, NSW, Australia, August
                  10-13, 2015},
  pages        = {2029--2038},
  publisher    = {{ACM}},
  year         = {2015},
  url          = {https://doi.org/10.1145/2783258.2788624},
  doi          = {10.1145/2783258.2788624},
  timestamp    = {Mon, 26 Jun 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/kdd/NairRKBSKHD15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/KeerthiSK15,
  author       = {S. Sathiya Keerthi and
                  Tobias Schnabel and
                  Rajiv Khanna},
  title        = {Towards a Better Understanding of Predict and Count Models},
  journal      = {CoRR},
  volume       = {abs/1511.02024},
  year         = {2015},
  url          = {http://arxiv.org/abs/1511.02024},
  eprinttype    = {arXiv},
  eprint       = {1511.02024},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/KeerthiSK15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/MahajanKS14,
  author       = {Dhruv Mahajan and
                  S. Sathiya Keerthi and
                  S. Sundararajan},
  title        = {A Distributed Algorithm for Training Nonlinear Kernel Machines},
  journal      = {CoRR},
  volume       = {abs/1405.4543},
  year         = {2014},
  url          = {http://arxiv.org/abs/1405.4543},
  eprinttype    = {arXiv},
  eprint       = {1405.4543},
  timestamp    = {Mon, 28 Sep 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/MahajanKS14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/MahajanKS14a,
  author       = {Dhruv Mahajan and
                  S. Sathiya Keerthi and
                  S. Sundararajan},
  title        = {A distributed block coordinate descent method for training {\textdollar}l{\_}1{\textdollar}
                  regularized linear classifiers},
  journal      = {CoRR},
  volume       = {abs/1405.4544},
  year         = {2014},
  url          = {http://arxiv.org/abs/1405.4544},
  eprinttype    = {arXiv},
  eprint       = {1405.4544},
  timestamp    = {Mon, 28 Sep 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/MahajanKS14a.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pkdd/ChangSK13,
  author       = {Kai{-}Wei Chang and
                  S. Sundararajan and
                  S. Sathiya Keerthi},
  editor       = {Hendrik Blockeel and
                  Kristian Kersting and
                  Siegfried Nijssen and
                  Filip Zelezn{\'{y}}},
  title        = {Tractable Semi-supervised Learning of Complex Structured Prediction
                  Models},
  booktitle    = {Machine Learning and Knowledge Discovery in Databases - European Conference,
                  {ECML} {PKDD} 2013, Prague, Czech Republic, September 23-27, 2013,
                  Proceedings, Part {III}},
  series       = {Lecture Notes in Computer Science},
  volume       = {8190},
  pages        = {176--191},
  publisher    = {Springer},
  year         = {2013},
  url          = {https://doi.org/10.1007/978-3-642-40994-3\_12},
  doi          = {10.1007/978-3-642-40994-3\_12},
  timestamp    = {Tue, 21 Mar 2023 21:00:11 +0100},
  biburl       = {https://dblp.org/rec/conf/pkdd/ChangSK13.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/MahajanKSB13,
  author       = {Dhruv Mahajan and
                  S. Sathiya Keerthi and
                  S. Sundararajan and
                  L{\'{e}}on Bottou},
  title        = {A Functional Approximation Based Distributed Learning Algorithm},
  journal      = {CoRR},
  volume       = {abs/1310.8418},
  year         = {2013},
  url          = {http://arxiv.org/abs/1310.8418},
  eprinttype    = {arXiv},
  eprint       = {1310.8418},
  timestamp    = {Mon, 28 Sep 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/MahajanKSB13.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/MahajanKSB13a,
  author       = {Dhruv Mahajan and
                  S. Sathiya Keerthi and
                  S. Sundararajan and
                  L{\'{e}}on Bottou},
  title        = {A Parallel {SGD} method with Strong Convergence},
  journal      = {CoRR},
  volume       = {abs/1311.0636},
  year         = {2013},
  url          = {http://arxiv.org/abs/1311.0636},
  eprinttype    = {arXiv},
  eprint       = {1311.0636},
  timestamp    = {Mon, 28 Sep 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/MahajanKSB13a.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/KidambiNSK13,
  author       = {Rahul Kidambi and
                  Vinod Nair and
                  Sundararajan Sellamanickam and
                  S. Sathiya Keerthi},
  title        = {A Structured Prediction Approach for Missing Value Imputation},
  journal      = {CoRR},
  volume       = {abs/1311.2137},
  year         = {2013},
  url          = {http://arxiv.org/abs/1311.2137},
  eprinttype    = {arXiv},
  eprint       = {1311.2137},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/KidambiNSK13.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/NairKSKGN13,
  author       = {Vinod Nair and
                  Rahul Kidambi and
                  Sundararajan Sellamanickam and
                  S. Sathiya Keerthi and
                  Johannes Gehrke and
                  Vijay Narayanan},
  title        = {A Quantitative Evaluation Framework for Missing Value Imputation Algorithms},
  journal      = {CoRR},
  volume       = {abs/1311.2276},
  year         = {2013},
  url          = {http://arxiv.org/abs/1311.2276},
  eprinttype    = {arXiv},
  eprint       = {1311.2276},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/NairKSKGN13.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/PSSK13,
  author       = {Balamurugan Palaniappan and
                  Shirish K. Shevade and
                  S. Sundararajan and
                  S. Sathiya Keerthi},
  title        = {An Empirical Evaluation of Sequence-Tagging Trainers},
  journal      = {CoRR},
  volume       = {abs/1311.2378},
  year         = {2013},
  url          = {http://arxiv.org/abs/1311.2378},
  eprinttype    = {arXiv},
  eprint       = {1311.2378},
  timestamp    = {Mon, 23 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/PSSK13.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/acl/HuangCLCDKW12,
  author       = {Zhiheng Huang and
                  Yi Chang and
                  Bo Long and
                  Jean{-}Fran{\c{c}}ois Crespo and
                  Anlei Dong and
                  S. Sathiya Keerthi and
                  Su{-}Lin Wu},
  title        = {Iterative Viterbi A* Algorithm for K-Best Sequential Decoding},
  booktitle    = {The 50th Annual Meeting of the Association for Computational Linguistics,
                  Proceedings of the Conference, July 8-14, 2012, Jeju Island, Korea
                  - Volume 1: Long Papers},
  pages        = {611--619},
  publisher    = {The Association for Computer Linguistics},
  year         = {2012},
  url          = {https://aclanthology.org/P12-1064/},
  timestamp    = {Mon, 19 Feb 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/acl/HuangCLCDKW12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/coling/SelvarajSS12,
  author       = {Sathiya Keerthi Selvaraj and
                  Sundararajan Sellamanickam and
                  Shirish K. Shevade},
  editor       = {Martin Kay and
                  Christian Boitet},
  title        = {Extension of {TSVM} to Multi-Class and Hierarchical Text Classification
                  Problems With General Losses},
  booktitle    = {{COLING} 2012, 24th International Conference on Computational Linguistics,
                  Proceedings of the Conference: Posters, 8-15 December 2012, Mumbai,
                  India},
  pages        = {1091--1100},
  publisher    = {Indian Institute of Technology Bombay},
  year         = {2012},
  url          = {https://aclanthology.org/C12-2106/},
  timestamp    = {Fri, 06 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/coling/SelvarajSS12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sdm/SellamanickamTS12,
  author       = {Sundararajan Sellamanickam and
                  Charu Tiwari and
                  Sathiya Keerthi Selvaraj},
  title        = {Regularized Structured Output Learning with Partial Labels},
  booktitle    = {Proceedings of the Twelfth {SIAM} International Conference on Data
                  Mining, Anaheim, California, USA, April 26-28, 2012},
  pages        = {1059--1070},
  publisher    = {{SIAM} / Omnipress},
  year         = {2012},
  url          = {https://doi.org/10.1137/1.9781611972825.91},
  doi          = {10.1137/1.9781611972825.91},
  timestamp    = {Wed, 17 May 2017 14:24:53 +0200},
  biburl       = {https://dblp.org/rec/conf/sdm/SellamanickamTS12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sigmod/BohannonDFJKK12,
  author       = {Philip Bohannon and
                  Nilesh N. Dalvi and
                  Yuval Filmus and
                  Nori Jacoby and
                  S. Sathiya Keerthi and
                  Alok Kirpal},
  editor       = {K. Sel{\c{c}}uk Candan and
                  Yi Chen and
                  Richard T. Snodgrass and
                  Luis Gravano and
                  Ariel Fuxman},
  title        = {Automatic web-scale information extraction},
  booktitle    = {Proceedings of the {ACM} {SIGMOD} International Conference on Management
                  of Data, {SIGMOD} 2012, Scottsdale, AZ, USA, May 20-24, 2012},
  pages        = {609--612},
  publisher    = {{ACM}},
  year         = {2012},
  url          = {https://doi.org/10.1145/2213836.2213912},
  doi          = {10.1145/2213836.2213912},
  timestamp    = {Sun, 02 Oct 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/sigmod/BohannonDFJKK12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:journals/jmlr/DhillonKBCS12,
  author       = {Paramveer S. Dhillon and
                  S. Sathiya Keerthi and
                  Kedar Bellare and
                  Olivier Chapelle and
                  Sundararajan Sellamanickam},
  editor       = {Neil D. Lawrence and
                  Mark A. Girolami},
  title        = {Deterministic Annealing for Semi-Supervised Structured Output Learning},
  booktitle    = {Proceedings of the Fifteenth International Conference on Artificial
                  Intelligence and Statistics, {AISTATS} 2012, La Palma, Canary Islands,
                  Spain, April 21-23, 2012},
  series       = {{JMLR} Proceedings},
  volume       = {22},
  pages        = {299--307},
  publisher    = {JMLR.org},
  year         = {2012},
  url          = {http://proceedings.mlr.press/v22/dhillon12.html},
  timestamp    = {Wed, 29 May 2019 08:41:44 +0200},
  biburl       = {https://dblp.org/rec/journals/jmlr/DhillonKBCS12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1206-5915,
  author       = {Sundararajan Sellamanickam and
                  Sathiya Keerthi Selvaraj},
  title        = {Graph Based Classification Methods Using Inaccurate External Classifier
                  Information},
  journal      = {CoRR},
  volume       = {abs/1206.5915},
  year         = {2012},
  url          = {http://arxiv.org/abs/1206.5915},
  eprinttype    = {arXiv},
  eprint       = {1206.5915},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1206-5915.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1206-6015,
  author       = {Sundararajan Sellamanickam and
                  Sathiya Keerthi Selvaraj},
  title        = {Transductive Classification Methods for Mixed Graphs},
  journal      = {CoRR},
  volume       = {abs/1206.6015},
  year         = {2012},
  url          = {http://arxiv.org/abs/1206.6015},
  eprinttype    = {arXiv},
  eprint       = {1206.6015},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1206-6015.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1206-6038,
  author       = {Sundararajan Sellamanickam and
                  Sathiya Keerthi Selvaraj},
  title        = {Predictive Approaches For Gaussian Process Classifier Model Selection},
  journal      = {CoRR},
  volume       = {abs/1206.6038},
  year         = {2012},
  url          = {http://arxiv.org/abs/1206.6038},
  eprinttype    = {arXiv},
  eprint       = {1206.6038},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1206-6038.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1211-0210,
  author       = {Sathiya Keerthi Selvaraj and
                  Sundararajan Sellamanickam and
                  Shirish K. Shevade},
  title        = {Extension of {TSVM} to Multi-Class and Hierarchical Text Classification
                  Problems With General Losses},
  journal      = {CoRR},
  volume       = {abs/1211.0210},
  year         = {2012},
  url          = {http://arxiv.org/abs/1211.0210},
  eprinttype    = {arXiv},
  eprint       = {1211.0210},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1211-0210.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cikm/SelvarajBSS11,
  author       = {Sathiya Keerthi Selvaraj and
                  Bigyan Bhar and
                  Sundararajan Sellamanickam and
                  Shirish K. Shevade},
  editor       = {Craig Macdonald and
                  Iadh Ounis and
                  Ian Ruthven},
  title        = {Semi-supervised SVMs for classification with unknown class proportions
                  and a small labeled dataset},
  booktitle    = {Proceedings of the 20th {ACM} Conference on Information and Knowledge
                  Management, {CIKM} 2011, Glasgow, United Kingdom, October 24-28, 2011},
  pages        = {653--662},
  publisher    = {{ACM}},
  year         = {2011},
  url          = {https://doi.org/10.1145/2063576.2063674},
  doi          = {10.1145/2063576.2063674},
  timestamp    = {Tue, 06 Nov 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/cikm/SelvarajBSS11.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cikm/SellamanickamGS11,
  author       = {Sundararajan Sellamanickam and
                  Priyanka Garg and
                  Sathiya Keerthi Selvaraj},
  editor       = {Craig Macdonald and
                  Iadh Ounis and
                  Ian Ruthven},
  title        = {A pairwise ranking based approach to learning with positive and unlabeled
                  examples},
  booktitle    = {Proceedings of the 20th {ACM} Conference on Information and Knowledge
                  Management, {CIKM} 2011, Glasgow, United Kingdom, October 24-28, 2011},
  pages        = {663--672},
  publisher    = {{ACM}},
  year         = {2011},
  url          = {https://doi.org/10.1145/2063576.2063675},
  doi          = {10.1145/2063576.2063675},
  timestamp    = {Tue, 06 Nov 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/cikm/SellamanickamGS11.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cikm/DhillonSS11,
  author       = {Paramveer S. Dhillon and
                  Sundararajan Sellamanickam and
                  Sathiya Keerthi Selvaraj},
  editor       = {Craig Macdonald and
                  Iadh Ounis and
                  Ian Ruthven},
  title        = {Semi-supervised multi-task learning of structured prediction models
                  for web information extraction},
  booktitle    = {Proceedings of the 20th {ACM} Conference on Information and Knowledge
                  Management, {CIKM} 2011, Glasgow, United Kingdom, October 24-28, 2011},
  pages        = {957--966},
  publisher    = {{ACM}},
  year         = {2011},
  url          = {https://doi.org/10.1145/2063576.2063713},
  doi          = {10.1145/2063576.2063713},
  timestamp    = {Tue, 06 Nov 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/cikm/DhillonSS11.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sdm/ShevadePSK11,
  author       = {Shirish K. Shevade and
                  Balamurugan Palaniappan and
                  S. Sundararajan and
                  S. Sathiya Keerthi},
  title        = {A Sequential Dual Method for Structural SVMs},
  booktitle    = {Proceedings of the Eleventh {SIAM} International Conference on Data
                  Mining, {SDM} 2011, April 28-30, 2011, Mesa, Arizona, {USA}},
  pages        = {223--234},
  publisher    = {{SIAM} / Omnipress},
  year         = {2011},
  url          = {https://doi.org/10.1137/1.9781611972818.20},
  doi          = {10.1137/1.9781611972818.20},
  timestamp    = {Mon, 23 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/sdm/ShevadePSK11.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1106-0246,
  author       = {Chiru Bhattacharyya and
                  S. Sathiya Keerthi},
  title        = {Mean Field Methods for a Special Class of Belief Networks},
  journal      = {CoRR},
  volume       = {abs/1106.0246},
  year         = {2011},
  url          = {http://arxiv.org/abs/1106.0246},
  eprinttype    = {arXiv},
  eprint       = {1106.0246},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1106-0246.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ir/ChapelleK10,
  author       = {Olivier Chapelle and
                  S. Sathiya Keerthi},
  title        = {Efficient algorithms for ranking with SVMs},
  journal      = {Inf. Retr.},
  volume       = {13},
  number       = {3},
  pages        = {201--215},
  year         = {2010},
  url          = {https://doi.org/10.1007/s10791-009-9109-9},
  doi          = {10.1007/S10791-009-9109-9},
  timestamp    = {Sat, 27 May 2017 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/ir/ChapelleK10.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pods/DalviKPRTBKM09,
  author       = {Nilesh N. Dalvi and
                  Ravi Kumar and
                  Bo Pang and
                  Raghu Ramakrishnan and
                  Andrew Tomkins and
                  Philip Bohannon and
                  S. Sathiya Keerthi and
                  Srujana Merugu},
  editor       = {Jan Paredaens and
                  Jianwen Su},
  title        = {A web of concepts},
  booktitle    = {Proceedings of the Twenty-Eigth {ACM} {SIGMOD-SIGACT-SIGART} Symposium
                  on Principles of Database Systems, {PODS} 2009, June 19 - July 1,
                  2009, Providence, Rhode Island, {USA}},
  pages        = {1--12},
  publisher    = {{ACM}},
  year         = {2009},
  url          = {https://doi.org/10.1145/1559795.1559797},
  doi          = {10.1145/1559795.1559797},
  timestamp    = {Wed, 02 Sep 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pods/DalviKPRTBKM09.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/ChapelleSK08,
  author       = {Olivier Chapelle and
                  Vikas Sindhwani and
                  S. Sathiya Keerthi},
  title        = {Optimization Techniques for Semi-Supervised Support Vector Machines},
  journal      = {J. Mach. Learn. Res.},
  volume       = {9},
  pages        = {203--233},
  year         = {2008},
  url          = {https://dl.acm.org/doi/10.5555/1390681.1390688},
  doi          = {10.5555/1390681.1390688},
  timestamp    = {Thu, 02 Jun 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/jmlr/ChapelleSK08.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/LinWK08,
  author       = {Chih{-}Jen Lin and
                  Ruby C. Weng and
                  S. Sathiya Keerthi},
  title        = {Trust Region Newton Method for Logistic Regression},
  journal      = {J. Mach. Learn. Res.},
  volume       = {9},
  pages        = {627--650},
  year         = {2008},
  url          = {https://dl.acm.org/doi/10.5555/1390681.1390703},
  doi          = {10.5555/1390681.1390703},
  timestamp    = {Thu, 02 Jun 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/jmlr/LinWK08.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/HsiehCLKS08,
  author       = {Cho{-}Jui Hsieh and
                  Kai{-}Wei Chang and
                  Chih{-}Jen Lin and
                  S. Sathiya Keerthi and
                  S. Sundararajan},
  editor       = {William W. Cohen and
                  Andrew McCallum and
                  Sam T. Roweis},
  title        = {A dual coordinate descent method for large-scale linear {SVM}},
  booktitle    = {Machine Learning, Proceedings of the Twenty-Fifth International Conference
                  {(ICML} 2008), Helsinki, Finland, June 5-9, 2008},
  series       = {{ACM} International Conference Proceeding Series},
  volume       = {307},
  pages        = {408--415},
  publisher    = {{ACM}},
  year         = {2008},
  url          = {https://doi.org/10.1145/1390156.1390208},
  doi          = {10.1145/1390156.1390208},
  timestamp    = {Wed, 14 Nov 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/icml/HsiehCLKS08.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kdd/KeerthiSCHL08,
  author       = {S. Sathiya Keerthi and
                  S. Sundararajan and
                  Kai{-}Wei Chang and
                  Cho{-}Jui Hsieh and
                  Chih{-}Jen Lin},
  editor       = {Ying Li and
                  Bing Liu and
                  Sunita Sarawagi},
  title        = {A sequential dual method for large scale multi-class linear svms},
  booktitle    = {Proceedings of the 14th {ACM} {SIGKDD} International Conference on
                  Knowledge Discovery and Data Mining, Las Vegas, Nevada, USA, August
                  24-27, 2008},
  pages        = {408--416},
  publisher    = {{ACM}},
  year         = {2008},
  url          = {https://doi.org/10.1145/1401890.1401942},
  doi          = {10.1145/1401890.1401942},
  timestamp    = {Sun, 02 Jun 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/kdd/KeerthiSCHL08.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/neco/SundararajanSK07,
  author       = {S. Sundararajan and
                  Shirish K. Shevade and
                  S. Sathiya Keerthi},
  title        = {Fast Generalized Cross-Validation Algorithm for Sparse Model Learning},
  journal      = {Neural Comput.},
  volume       = {19},
  number       = {1},
  pages        = {283--301},
  year         = {2007},
  url          = {https://doi.org/10.1162/neco.2007.19.1.283},
  doi          = {10.1162/NECO.2007.19.1.283},
  timestamp    = {Tue, 01 Sep 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/neco/SundararajanSK07.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/neco/ChuK07,
  author       = {Wei Chu and
                  S. Sathiya Keerthi},
  title        = {Support Vector Ordinal Regression},
  journal      = {Neural Comput.},
  volume       = {19},
  number       = {3},
  pages        = {792--815},
  year         = {2007},
  url          = {https://doi.org/10.1162/neco.2007.19.3.792},
  doi          = {10.1162/NECO.2007.19.3.792},
  timestamp    = {Tue, 01 Sep 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/neco/ChuK07.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tnn/KeerthiS07,
  author       = {S. Sathiya Keerthi and
                  Shirish K. Shevade},
  title        = {A Fast Tracking Algorithm for Generalized {LARS/LASSO}},
  journal      = {{IEEE} Trans. Neural Networks},
  volume       = {18},
  number       = {6},
  pages        = {1826--1830},
  year         = {2007},
  url          = {https://doi.org/10.1109/TNN.2007.900229},
  doi          = {10.1109/TNN.2007.900229},
  timestamp    = {Wed, 16 Aug 2017 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/tnn/KeerthiS07.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/LinWK07,
  author       = {Chih{-}Jen Lin and
                  Ruby C. Weng and
                  S. Sathiya Keerthi},
  editor       = {Zoubin Ghahramani},
  title        = {Trust region Newton methods for large-scale logistic regression},
  booktitle    = {Machine Learning, Proceedings of the Twenty-Fourth International Conference
                  {(ICML} 2007), Corvallis, Oregon, USA, June 20-24, 2007},
  series       = {{ACM} International Conference Proceeding Series},
  volume       = {227},
  pages        = {561--568},
  publisher    = {{ACM}},
  year         = {2007},
  url          = {https://doi.org/10.1145/1273496.1273567},
  doi          = {10.1145/1273496.1273567},
  timestamp    = {Sun, 02 Jun 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/icml/LinWK07.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcai/SindhwaniCK07,
  author       = {Vikas Sindhwani and
                  Wei Chu and
                  S. Sathiya Keerthi},
  editor       = {Manuela M. Veloso},
  title        = {Semi-Supervised Gaussian Process Classifiers},
  booktitle    = {{IJCAI} 2007, Proceedings of the 20th International Joint Conference
                  on Artificial Intelligence, Hyderabad, India, January 6-12, 2007},
  pages        = {1059--1064},
  year         = {2007},
  url          = {http://ijcai.org/Proceedings/07/Papers/171.pdf},
  timestamp    = {Tue, 20 Aug 2019 16:17:11 +0200},
  biburl       = {https://dblp.org/rec/conf/ijcai/SindhwaniCK07.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-0706-1318,
  author       = {S. Sathiya Keerthi and
                  John A. Tomlin},
  title        = {Constructing a maximum utility slate of on-line advertisements},
  journal      = {CoRR},
  volume       = {abs/0706.1318},
  year         = {2007},
  url          = {http://arxiv.org/abs/0706.1318},
  eprinttype    = {arXiv},
  eprint       = {0706.1318},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-0706-1318.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijon/CaoKOUFL06,
  author       = {Lijuan Cao and
                  S. Sathiya Keerthi and
                  Chong Jin Ong and
                  P. Uvaraj and
                  Xiu Ju Fu and
                  H. P. Lee},
  title        = {Developing parallel sequential minimal optimization for fast training
                  support vector machine},
  journal      = {Neurocomputing},
  volume       = {70},
  number       = {1-3},
  pages        = {93--104},
  year         = {2006},
  url          = {https://doi.org/10.1016/j.neucom.2006.05.007},
  doi          = {10.1016/J.NEUCOM.2006.05.007},
  timestamp    = {Sat, 20 May 2017 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/ijon/CaoKOUFL06.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/KeerthiCD06,
  author       = {S. Sathiya Keerthi and
                  Olivier Chapelle and
                  Dennis DeCoste},
  title        = {Building Support Vector Machines with Reduced Classifier Complexity},
  journal      = {J. Mach. Learn. Res.},
  volume       = {7},
  pages        = {1493--1515},
  year         = {2006},
  url          = {http://jmlr.org/papers/v7/keerthi06a.html},
  timestamp    = {Wed, 10 Jul 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/jmlr/KeerthiCD06.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tnn/CaoKOZPFL06,
  author       = {Lijuan Cao and
                  S. Sathiya Keerthi and
                  Chong Jin Ong and
                  J. Q. Zhang and
                  U. Periyathamby and
                  Xiu Ju Fu and
                  H. P. Lee},
  title        = {Parallel sequential minimal optimization for the training of support
                  vector machines},
  journal      = {{IEEE} Trans. Neural Networks},
  volume       = {17},
  number       = {4},
  pages        = {1039--1049},
  year         = {2006},
  url          = {https://doi.org/10.1109/TNN.2006.875989},
  doi          = {10.1109/TNN.2006.875989},
  timestamp    = {Wed, 14 Nov 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/tnn/CaoKOZPFL06.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/SindhwaniKC06,
  author       = {Vikas Sindhwani and
                  S. Sathiya Keerthi and
                  Olivier Chapelle},
  editor       = {William W. Cohen and
                  Andrew W. Moore},
  title        = {Deterministic annealing for semi-supervised kernel machines},
  booktitle    = {Machine Learning, Proceedings of the Twenty-Third International Conference
                  {(ICML} 2006), Pittsburgh, Pennsylvania, USA, June 25-29, 2006},
  series       = {{ACM} International Conference Proceeding Series},
  volume       = {148},
  pages        = {841--848},
  publisher    = {{ACM}},
  year         = {2006},
  url          = {https://doi.org/10.1145/1143844.1143950},
  doi          = {10.1145/1143844.1143950},
  timestamp    = {Tue, 19 Nov 2019 09:25:06 +0100},
  biburl       = {https://dblp.org/rec/conf/icml/SindhwaniKC06.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/ChapelleSK06,
  author       = {Olivier Chapelle and
                  Vikas Sindhwani and
                  S. Sathiya Keerthi},
  editor       = {Bernhard Sch{\"{o}}lkopf and
                  John C. Platt and
                  Thomas Hofmann},
  title        = {Branch and Bound for Semi-Supervised Support Vector Machines},
  booktitle    = {Advances in Neural Information Processing Systems 19, Proceedings
                  of the Twentieth Annual Conference on Neural Information Processing
                  Systems, Vancouver, British Columbia, Canada, December 4-7, 2006},
  pages        = {217--224},
  publisher    = {{MIT} Press},
  year         = {2006},
  url          = {https://proceedings.neurips.cc/paper/2006/hash/8b8388180314a337c9aa3c5aa8e2f37a-Abstract.html},
  timestamp    = {Mon, 16 May 2022 15:41:51 +0200},
  biburl       = {https://dblp.org/rec/conf/nips/ChapelleSK06.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/ChuSGK06,
  author       = {Wei Chu and
                  Vikas Sindhwani and
                  Zoubin Ghahramani and
                  S. Sathiya Keerthi},
  editor       = {Bernhard Sch{\"{o}}lkopf and
                  John C. Platt and
                  Thomas Hofmann},
  title        = {Relational Learning with Gaussian Processes},
  booktitle    = {Advances in Neural Information Processing Systems 19, Proceedings
                  of the Twentieth Annual Conference on Neural Information Processing
                  Systems, Vancouver, British Columbia, Canada, December 4-7, 2006},
  pages        = {289--296},
  publisher    = {{MIT} Press},
  year         = {2006},
  url          = {https://proceedings.neurips.cc/paper/2006/hash/ffbd6cbb019a1413183c8d08f2929307-Abstract.html},
  timestamp    = {Thu, 21 Jan 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/nips/ChuSGK06.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/KeerthiSC06,
  author       = {S. Sathiya Keerthi and
                  Vikas Sindhwani and
                  Olivier Chapelle},
  editor       = {Bernhard Sch{\"{o}}lkopf and
                  John C. Platt and
                  Thomas Hofmann},
  title        = {An Efficient Method for Gradient-Based Adaptation of Hyperparameters
                  in {SVM} Models},
  booktitle    = {Advances in Neural Information Processing Systems 19, Proceedings
                  of the Twentieth Annual Conference on Neural Information Processing
                  Systems, Vancouver, British Columbia, Canada, December 4-7, 2006},
  pages        = {673--680},
  publisher    = {{MIT} Press},
  year         = {2006},
  url          = {https://proceedings.neurips.cc/paper/2006/hash/cc431fd7ec4437de061c2577a4603995-Abstract.html},
  timestamp    = {Thu, 21 Jan 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/nips/KeerthiSC06.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sigir/SindhwaniK06,
  author       = {Vikas Sindhwani and
                  S. Sathiya Keerthi},
  editor       = {Efthimis N. Efthimiadis and
                  Susan T. Dumais and
                  David Hawking and
                  Kalervo J{\"{a}}rvelin},
  title        = {Large scale semi-supervised linear SVMs},
  booktitle    = {{SIGIR} 2006: Proceedings of the 29th Annual International {ACM} {SIGIR}
                  Conference on Research and Development in Information Retrieval, Seattle,
                  Washington, USA, August 6-11, 2006},
  pages        = {477--484},
  publisher    = {{ACM}},
  year         = {2006},
  url          = {https://doi.org/10.1145/1148170.1148253},
  doi          = {10.1145/1148170.1148253},
  timestamp    = {Wed, 14 Nov 2018 10:58:10 +0100},
  biburl       = {https://dblp.org/rec/conf/sigir/SindhwaniK06.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:books/sp/06/ChuKOG06,
  author       = {Wei Chu and
                  S. Sathiya Keerthi and
                  Chong Jin Ong and
                  Zoubin Ghahramani},
  editor       = {Isabelle Guyon and
                  Masoud Nikravesh and
                  Steve R. Gunn and
                  Lotfi A. Zadeh},
  title        = {Bayesian Support Vector Machines for Feature Ranking and Selection},
  booktitle    = {Feature Extraction - Foundations and Applications},
  series       = {Studies in Fuzziness and Soft Computing},
  volume       = {207},
  pages        = {403--418},
  publisher    = {Springer},
  year         = {2006},
  url          = {https://doi.org/10.1007/978-3-540-35488-8\_19},
  doi          = {10.1007/978-3-540-35488-8\_19},
  timestamp    = {Fri, 26 Jul 2019 12:50:23 +0200},
  biburl       = {https://dblp.org/rec/books/sp/06/ChuKOG06.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/KeerthiD05,
  author       = {S. Sathiya Keerthi and
                  Dennis DeCoste},
  title        = {A Modified Finite Newton Method for Fast Solution of Large Scale Linear
                  SVMs},
  journal      = {J. Mach. Learn. Res.},
  volume       = {6},
  pages        = {341--361},
  year         = {2005},
  url          = {http://jmlr.org/papers/v6/keerthi05a.html},
  timestamp    = {Wed, 10 Jul 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/jmlr/KeerthiD05.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ml/KeerthiDSP05,
  author       = {S. Sathiya Keerthi and
                  Kaibo Duan and
                  Shirish K. Shevade and
                  Aun Neow Poo},
  title        = {A Fast Dual Algorithm for Kernel Logistic Regression},
  journal      = {Mach. Learn.},
  volume       = {61},
  number       = {1-3},
  pages        = {151--165},
  year         = {2005},
  url          = {https://doi.org/10.1007/s10994-005-0768-5},
  doi          = {10.1007/S10994-005-0768-5},
  timestamp    = {Mon, 02 Mar 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/ml/KeerthiDSP05.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ress/MenonLK05,
  author       = {Rakesh Menon and
                  Han Tong Loh and
                  S. Sathiya Keerthi},
  title        = {Analyzing textual databases using data mining to enable fast product
                  development processes},
  journal      = {Reliab. Eng. Syst. Saf.},
  volume       = {88},
  number       = {2},
  pages        = {171--180},
  year         = {2005},
  url          = {https://doi.org/10.1016/j.ress.2004.07.007},
  doi          = {10.1016/J.RESS.2004.07.007},
  timestamp    = {Tue, 25 Feb 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/ress/MenonLK05.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tnn/ChuOK05,
  author       = {Wei Chu and
                  Chong Jin Ong and
                  S. Sathiya Keerthi},
  title        = {An improved conjugate gradient scheme to the solution of least squares
                  {SVM}},
  journal      = {{IEEE} Trans. Neural Networks},
  volume       = {16},
  number       = {2},
  pages        = {498--501},
  year         = {2005},
  url          = {https://doi.org/10.1109/TNN.2004.841785},
  doi          = {10.1109/TNN.2004.841785},
  timestamp    = {Sat, 30 May 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/tnn/ChuOK05.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/ChuK05,
  author       = {Wei Chu and
                  S. Sathiya Keerthi},
  editor       = {Luc De Raedt and
                  Stefan Wrobel},
  title        = {New approaches to support vector ordinal regression},
  booktitle    = {Machine Learning, Proceedings of the Twenty-Second International Conference
                  {(ICML} 2005), Bonn, Germany, August 7-11, 2005},
  series       = {{ACM} International Conference Proceeding Series},
  volume       = {119},
  pages        = {145--152},
  publisher    = {{ACM}},
  year         = {2005},
  url          = {https://doi.org/10.1145/1102351.1102370},
  doi          = {10.1145/1102351.1102370},
  timestamp    = {Tue, 06 Nov 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/icml/ChuK05.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/Keerthi05,
  author       = {S. Sathiya Keerthi},
  editor       = {Luc De Raedt and
                  Stefan Wrobel},
  title        = {Generalized {LARS} as an effective feature selection tool for text
                  classification with SVMs},
  booktitle    = {Machine Learning, Proceedings of the Twenty-Second International Conference
                  {(ICML} 2005), Bonn, Germany, August 7-11, 2005},
  series       = {{ACM} International Conference Proceeding Series},
  volume       = {119},
  pages        = {417--424},
  publisher    = {{ACM}},
  year         = {2005},
  url          = {https://doi.org/10.1145/1102351.1102404},
  doi          = {10.1145/1102351.1102404},
  timestamp    = {Tue, 06 Nov 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/icml/Keerthi05.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/mcs/DuanK05,
  author       = {Kaibo Duan and
                  S. Sathiya Keerthi},
  editor       = {Nikunj C. Oza and
                  Robi Polikar and
                  Josef Kittler and
                  Fabio Roli},
  title        = {Which Is the Best Multiclass {SVM} Method? An Empirical Study},
  booktitle    = {Multiple Classifier Systems, 6th International Workshop, {MCS} 2005,
                  Seaside, CA, USA, June 13-15, 2005, Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {3541},
  pages        = {278--285},
  publisher    = {Springer},
  year         = {2005},
  url          = {https://doi.org/10.1007/11494683\_28},
  doi          = {10.1007/11494683\_28},
  timestamp    = {Tue, 14 May 2019 10:00:51 +0200},
  biburl       = {https://dblp.org/rec/conf/mcs/DuanK05.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/KeerthiC05,
  author       = {S. Sathiya Keerthi and
                  Wei Chu},
  title        = {A matching pursuit approach to sparse Gaussian process regression},
  booktitle    = {Advances in Neural Information Processing Systems 18 [Neural Information
                  Processing Systems, {NIPS} 2005, December 5-8, 2005, Vancouver, British
                  Columbia, Canada]},
  pages        = {643--650},
  year         = {2005},
  url          = {https://proceedings.neurips.cc/paper/2005/hash/1ec3e7af38e33222bde173fecaef6bfa-Abstract.html},
  timestamp    = {Mon, 16 May 2022 15:41:51 +0200},
  biburl       = {https://dblp.org/rec/conf/nips/KeerthiC05.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/automatica/OngKGZ04,
  author       = {Chong Jin Ong and
                  S. Sathiya Keerthi and
                  Elmer G. Gilbert and
                  Z. H. Zhang},
  title        = {Stability regions for constrained nonlinear systems and their functional
                  characterization via support-vector-machine learning},
  journal      = {Autom.},
  volume       = {40},
  number       = {11},
  pages        = {1955--1964},
  year         = {2004},
  url          = {https://doi.org/10.1016/j.automatica.2004.06.005},
  doi          = {10.1016/J.AUTOMATICA.2004.06.005},
  timestamp    = {Thu, 20 Feb 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/automatica/OngKGZ04.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tnn/ChuKO04,
  author       = {Wei Chu and
                  S. Sathiya Keerthi and
                  Chong Jin Ong},
  title        = {Bayesian support vector regression using a unified loss function},
  journal      = {{IEEE} Trans. Neural Networks},
  volume       = {15},
  number       = {1},
  pages        = {29--44},
  year         = {2004},
  url          = {https://doi.org/10.1109/TNN.2003.820830},
  doi          = {10.1109/TNN.2003.820830},
  timestamp    = {Sat, 30 May 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/tnn/ChuKO04.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tnn/LeeKOD04,
  author       = {Martin M. S. Lee and
                  S. Sathiya Keerthi and
                  Chong Jin Ong and
                  Dennis DeCoste},
  title        = {An efficient method for computing leave-one-out error in support vector
                  machines with Gaussian kernels},
  journal      = {{IEEE} Trans. Neural Networks},
  volume       = {15},
  number       = {3},
  pages        = {750--757},
  year         = {2004},
  url          = {https://doi.org/10.1109/TNN.2004.824266},
  doi          = {10.1109/TNN.2004.824266},
  timestamp    = {Wed, 14 Nov 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/tnn/LeeKOD04.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iconip/ShevadeSK04,
  author       = {Shirish K. Shevade and
                  S. Sundararajan and
                  S. Sathiya Keerthi},
  editor       = {Nikhil R. Pal and
                  Nikola K. Kasabov and
                  Rajani K. Mudi and
                  Srimanta Pal and
                  Swapan K. Parui},
  title        = {Predictive Approaches for Sparse Model Learning},
  booktitle    = {Neural Information Processing, 11th International Conference, {ICONIP}
                  2004, Calcutta, India, November 22-25, 2004, Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {3316},
  pages        = {434--439},
  publisher    = {Springer},
  year         = {2004},
  url          = {https://doi.org/10.1007/978-3-540-30499-9\_66},
  doi          = {10.1007/978-3-540-30499-9\_66},
  timestamp    = {Thu, 04 Jun 2020 19:07:58 +0200},
  biburl       = {https://dblp.org/rec/conf/iconip/ShevadeSK04.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bioinformatics/ShevadeK03,
  author       = {Shirish K. Shevade and
                  S. Sathiya Keerthi},
  title        = {A simple and efficient algorithm for gene selection using sparse logistic
                  regression},
  journal      = {Bioinform.},
  volume       = {19},
  number       = {17},
  pages        = {2246--2253},
  year         = {2003},
  url          = {https://doi.org/10.1093/bioinformatics/btg308},
  doi          = {10.1093/BIOINFORMATICS/BTG308},
  timestamp    = {Mon, 02 Mar 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/bioinformatics/ShevadeK03.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijon/DuanKP03,
  author       = {Kaibo Duan and
                  S. Sathiya Keerthi and
                  Aun Neow Poo},
  title        = {Evaluation of simple performance measures for tuning {SVM} hyperparameters},
  journal      = {Neurocomputing},
  volume       = {51},
  pages        = {41--59},
  year         = {2003},
  url          = {https://doi.org/10.1016/S0925-2312(02)00601-X},
  doi          = {10.1016/S0925-2312(02)00601-X},
  timestamp    = {Sat, 20 May 2017 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/ijon/DuanKP03.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijon/CampbellLKA03,
  author       = {Colin Campbell and
                  Chih{-}Jen Lin and
                  S. Sathiya Keerthi and
                  V. David S{\'{a}}nchez A.},
  title        = {Special issue on support vector machines},
  journal      = {Neurocomputing},
  volume       = {55},
  number       = {1-2},
  pages        = {1--3},
  year         = {2003},
  url          = {https://doi.org/10.1016/S0925-2312(03)00428-4},
  doi          = {10.1016/S0925-2312(03)00428-4},
  timestamp    = {Sun, 02 Jun 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/ijon/CampbellLKA03.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/neco/KeerthiS03,
  author       = {S. Sathiya Keerthi and
                  Shirish K. Shevade},
  title        = {{SMO} Algorithm for Least-Squares {SVM} Formulation},
  journal      = {Neural Comput.},
  volume       = {15},
  number       = {2},
  pages        = {487--507},
  year         = {2003},
  url          = {https://doi.org/10.1162/089976603762553013},
  doi          = {10.1162/089976603762553013},
  timestamp    = {Tue, 01 Sep 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/neco/KeerthiS03.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/neco/KeerthiL03,
  author       = {S. Sathiya Keerthi and
                  Chih{-}Jen Lin},
  title        = {Asymptotic Behaviors of Support Vector Machines with Gaussian Kernel},
  journal      = {Neural Comput.},
  volume       = {15},
  number       = {7},
  pages        = {1667--1689},
  year         = {2003},
  url          = {https://doi.org/10.1162/089976603321891855},
  doi          = {10.1162/089976603321891855},
  timestamp    = {Tue, 01 Sep 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/neco/KeerthiL03.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/neco/ChuKO03,
  author       = {Wei Chu and
                  S. Sathiya Keerthi and
                  Chong Jin Ong},
  title        = {Bayesian Trigonometric Support Vector Classifier},
  journal      = {Neural Comput.},
  volume       = {15},
  number       = {9},
  pages        = {2227--2254},
  year         = {2003},
  url          = {https://doi.org/10.1162/089976603322297368},
  doi          = {10.1162/089976603322297368},
  timestamp    = {Tue, 01 Sep 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/neco/ChuKO03.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ecir/ShiEMSLLKO03,
  author       = {Min Shi and
                  David S. Edwin and
                  Rakesh Menon and
                  Lixiang Shen and
                  Jonathan Y. K. Lim and
                  Han Tong Loh and
                  S. Sathiya Keerthi and
                  Chong Jin Ong},
  editor       = {Fabrizio Sebastiani},
  title        = {A Machine Learning Approach for the Curation of Biomedical Literature},
  booktitle    = {Advances in Information Retrieval, 25th European Conference on {IR}
                  Research, {ECIR} 2003, Pisa, Italy, April 14-16, 2003, Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {2633},
  pages        = {597--604},
  publisher    = {Springer},
  year         = {2003},
  url          = {https://doi.org/10.1007/3-540-36618-0\_47},
  doi          = {10.1007/3-540-36618-0\_47},
  timestamp    = {Tue, 14 May 2019 10:00:37 +0200},
  biburl       = {https://dblp.org/rec/conf/ecir/ShiEMSLLKO03.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kes/MenonTSB03,
  author       = {Rakesh Menon and
                  Han Tong Loh and
                  S. Sathiya Keerthi and
                  Aarnout Brombacher},
  editor       = {Vasile Palade and
                  Robert J. Howlett and
                  Lakhmi C. Jain},
  title        = {Automated Text Classification for Fast Feedback - Investigating the
                  Effects of Document Representation},
  booktitle    = {Knowledge-Based Intelligent Information and Engineering Systems, 7th
                  International Conference, {KES} 2003, Oxford, UK, September 3-5, 2003,
                  Proceedings, Part {II}},
  series       = {Lecture Notes in Computer Science},
  volume       = {2774},
  pages        = {1008--1014},
  publisher    = {Springer},
  year         = {2003},
  url          = {https://doi.org/10.1007/978-3-540-45226-3\_138},
  doi          = {10.1007/978-3-540-45226-3\_138},
  timestamp    = {Tue, 14 May 2019 10:00:51 +0200},
  biburl       = {https://dblp.org/rec/conf/kes/MenonTSB03.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/mcs/DuanKCSP03,
  author       = {Kaibo Duan and
                  S. Sathiya Keerthi and
                  Wei Chu and
                  Shirish Krishnaj Shevade and
                  Aun Neow Poo},
  editor       = {Terry Windeatt and
                  Fabio Roli},
  title        = {Multi-category Classification by Soft-Max Combination of Binary Classifiers},
  booktitle    = {Multiple Classifier Systems, 4th International Workshop, {MCS} 2003,
                  Guilford, UK, June 11-13, 2003, Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {2709},
  pages        = {125--134},
  publisher    = {Springer},
  year         = {2003},
  url          = {https://doi.org/10.1007/3-540-44938-8\_13},
  doi          = {10.1007/3-540-44938-8\_13},
  timestamp    = {Tue, 14 May 2019 10:00:51 +0200},
  biburl       = {https://dblp.org/rec/conf/mcs/DuanKCSP03.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ml/KeerthiG02,
  author       = {S. Sathiya Keerthi and
                  Elmer G. Gilbert},
  title        = {Convergence of a Generalized {SMO} Algorithm for {SVM} Classifier
                  Design},
  journal      = {Mach. Learn.},
  volume       = {46},
  number       = {1-3},
  pages        = {351--360},
  year         = {2002},
  url          = {https://doi.org/10.1023/A:1012431217818},
  doi          = {10.1023/A:1012431217818},
  timestamp    = {Mon, 02 Mar 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/ml/KeerthiG02.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/sigkdd/KeerthiOSLCSEMSLL02,
  author       = {S. Sathiya Keerthi and
                  Chong Jin Ong and
                  Keng Boon Siah and
                  David B. L. Lim and
                  Wei Chu and
                  Min Shi and
                  David S. Edwin and
                  Rakesh Menon and
                  Lixiang Shen and
                  Jonathan Y. K. Lim and
                  Han Tong Loh},
  title        = {A Machine Learning Approach for the Curation of Biomedical Literature
                  - {KDD} Cup 2002 (Task 1)},
  journal      = {{SIGKDD} Explor.},
  volume       = {4},
  number       = {2},
  pages        = {93--94},
  year         = {2002},
  url          = {https://doi.org/10.1145/772862.772875},
  doi          = {10.1145/772862.772875},
  timestamp    = {Tue, 29 Sep 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/sigkdd/KeerthiOSLCSEMSLL02.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tnn/Keerthi02,
  author       = {S. Sathiya Keerthi},
  title        = {Efficient tuning of {SVM} hyperparameters using radius/margin bound
                  and iterative algorithms},
  journal      = {{IEEE} Trans. Neural Networks},
  volume       = {13},
  number       = {5},
  pages        = {1225--1229},
  year         = {2002},
  url          = {https://doi.org/10.1109/TNN.2002.1031955},
  doi          = {10.1109/TNN.2002.1031955},
  timestamp    = {Wed, 14 Nov 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/tnn/Keerthi02.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/IEEEisic/JahagirdarKA02,
  author       = {Harshad Jahagirdar and
                  S. Sathiya Keerthi and
                  Marcelo H. Ang Jr.},
  title        = {Reference governor control of constrained feedback systems using neural
                  networks},
  booktitle    = {Proceedings of the 2002 {IEEE} International Symposium on Intelligent
                  Control, {ISIC} 2002, Vancouver, BC, Canada, October 27-30, 2002},
  pages        = {223--227},
  publisher    = {{IEEE}},
  year         = {2002},
  url          = {https://doi.org/10.1109/ISIC.2002.1157766},
  doi          = {10.1109/ISIC.2002.1157766},
  timestamp    = {Mon, 17 Jul 2023 10:53:50 +0200},
  biburl       = {https://dblp.org/rec/conf/IEEEisic/JahagirdarKA02.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/KeerthiDSP02,
  author       = {S. Sathiya Keerthi and
                  Kaibo Duan and
                  Shirish K. Shevade and
                  Aun Neow Poo},
  editor       = {Claude Sammut and
                  Achim G. Hoffmann},
  title        = {A Fast Dual Algorithm for Kernel Logistic Regression},
  booktitle    = {Machine Learning, Proceedings of the Nineteenth International Conference
                  {(ICML} 2002), University of New South Wales, Sydney, Australia, July
                  8-12, 2002},
  pages        = {299--306},
  publisher    = {Morgan Kaufmann},
  year         = {2002},
  timestamp    = {Wed, 16 Aug 2017 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/icml/KeerthiDSP02.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jair/BhattacharyyaK01,
  author       = {Chiranjib Bhattacharyya and
                  S. Sathiya Keerthi},
  title        = {Mean Field Methods for a Special Class of Belief Networks},
  journal      = {J. Artif. Intell. Res.},
  volume       = {15},
  pages        = {91--114},
  year         = {2001},
  url          = {https://doi.org/10.1613/jair.734},
  doi          = {10.1613/JAIR.734},
  timestamp    = {Mon, 21 Jan 2019 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/jair/BhattacharyyaK01.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jfr/SridharanK01,
  author       = {K. Sridharan and
                  S. Sathiya Keerthi},
  title        = {Computation of a penetration measure between 3D convex polyhedral
                  objects for collision detection},
  journal      = {J. Field Robotics},
  volume       = {18},
  number       = {11},
  pages        = {623--631},
  year         = {2001},
  url          = {https://doi.org/10.1002/rob.8101},
  doi          = {10.1002/ROB.8101},
  timestamp    = {Wed, 07 Aug 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/jfr/SridharanK01.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/neco/KeerthiSBM01,
  author       = {S. Sathiya Keerthi and
                  Shirish K. Shevade and
                  Chiranjib Bhattacharyya and
                  K. R. K. Murthy},
  title        = {Improvements to Platt's {SMO} Algorithm for {SVM} Classifier Design},
  journal      = {Neural Comput.},
  volume       = {13},
  number       = {3},
  pages        = {637--649},
  year         = {2001},
  url          = {https://doi.org/10.1162/089976601300014493},
  doi          = {10.1162/089976601300014493},
  timestamp    = {Tue, 01 Sep 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/neco/KeerthiSBM01.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/neco/SundararajanK01,
  author       = {S. Sundararajan and
                  S. Sathiya Keerthi},
  title        = {Predictive Approaches for Choosing Hyperparameters in Gaussian Processes},
  journal      = {Neural Comput.},
  volume       = {13},
  number       = {5},
  pages        = {1103--1118},
  year         = {2001},
  url          = {https://doi.org/10.1162/08997660151134343},
  doi          = {10.1162/08997660151134343},
  timestamp    = {Tue, 01 Sep 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/neco/SundararajanK01.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/pr/MurthyKM01,
  author       = {K. R. K. Murthy and
                  S. Sathiya Keerthi and
                  M. Narasimha Murty},
  title        = {Rule prepending and post-pruning approach to incremental learning
                  of decision lists},
  journal      = {Pattern Recognit.},
  volume       = {34},
  number       = {8},
  pages        = {1697--1699},
  year         = {2001},
  url          = {https://doi.org/10.1016/S0031-3203(01)00015-2},
  doi          = {10.1016/S0031-3203(01)00015-2},
  timestamp    = {Mon, 24 Feb 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/pr/MurthyKM01.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/ChuKO01,
  author       = {Wei Chu and
                  S. Sathiya Keerthi and
                  Chong Jin Ong},
  editor       = {Carla E. Brodley and
                  Andrea Pohoreckyj Danyluk},
  title        = {A Unified Loss Function in Bayesian Framework for Support Vector Regression},
  booktitle    = {Proceedings of the Eighteenth International Conference on Machine
                  Learning {(ICML} 2001), Williams College, Williamstown, MA, USA, June
                  28 - July 1, 2001},
  pages        = {51--58},
  publisher    = {Morgan Kaufmann},
  year         = {2001},
  timestamp    = {Wed, 27 Nov 2002 10:53:35 +0100},
  biburl       = {https://dblp.org/rec/conf/icml/ChuKO01.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tnn/KeerthiSBM00,
  author       = {S. Sathiya Keerthi and
                  Shirish K. Shevade and
                  Chiranjib Bhattacharyya and
                  K. R. K. Murthy},
  title        = {A fast iterative nearest point algorithm for support vector machine
                  classifier design},
  journal      = {{IEEE} Trans. Neural Networks Learn. Syst.},
  volume       = {11},
  number       = {1},
  pages        = {124--136},
  year         = {2000},
  url          = {https://doi.org/10.1109/72.822516},
  doi          = {10.1109/72.822516},
  timestamp    = {Mon, 09 Mar 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/tnn/KeerthiSBM00.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tnn/ShevadeKBM00,
  author       = {Shirish K. Shevade and
                  S. Sathiya Keerthi and
                  Chiranjib Bhattacharyya and
                  K. R. K. Murthy},
  title        = {Improvements to the {SMO} algorithm for {SVM} regression},
  journal      = {{IEEE} Trans. Neural Networks Learn. Syst.},
  volume       = {11},
  number       = {5},
  pages        = {1188--1193},
  year         = {2000},
  url          = {https://doi.org/10.1109/72.870050},
  doi          = {10.1109/72.870050},
  timestamp    = {Mon, 09 Mar 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/tnn/ShevadeKBM00.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tsmc/BabuMK00,
  author       = {G. Phanendra Babu and
                  M. Narasimha Murty and
                  S. Sathiya Keerthi},
  title        = {A stochastic connectionist approach for global optimization with application
                  to pattern clustering},
  journal      = {{IEEE} Trans. Syst. Man Cybern. Part {B}},
  volume       = {30},
  number       = {1},
  pages        = {10--24},
  year         = {2000},
  url          = {https://doi.org/10.1109/3477.826943},
  doi          = {10.1109/3477.826943},
  timestamp    = {Mon, 18 May 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/tsmc/BabuMK00.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/BhattacharyyaK00,
  author       = {Chiranjib Bhattacharyya and
                  S. Sathiya Keerthi},
  editor       = {Todd K. Leen and
                  Thomas G. Dietterich and
                  Volker Tresp},
  title        = {A Variational Mean-Field Theory for Sigmoidal Belief Networks},
  booktitle    = {Advances in Neural Information Processing Systems 13, Papers from
                  Neural Information Processing Systems {(NIPS)} 2000, Denver, CO, {USA}},
  pages        = {374--380},
  publisher    = {{MIT} Press},
  year         = {2000},
  url          = {https://proceedings.neurips.cc/paper/2000/hash/e74c0d42b4433905293aab661fcf8ddb-Abstract.html},
  timestamp    = {Mon, 16 May 2022 15:41:51 +0200},
  biburl       = {https://dblp.org/rec/conf/nips/BhattacharyyaK00.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icdar/SundaresanK99,
  author       = {C. S. Sundaresan and
                  S. Sathiya Keerthi},
  title        = {A Study of Representations for Pen based Handwriting Recognition of
                  Tamil Characters},
  booktitle    = {Fifth International Conference on Document Analysis and Recognition,
                  {ICDAR} 1999, 20-22 September, 1999, Bangalore, India},
  pages        = {422--425},
  publisher    = {{IEEE} Computer Society},
  year         = {1999},
  url          = {https://doi.org/10.1109/ICDAR.1999.791814},
  doi          = {10.1109/ICDAR.1999.791814},
  timestamp    = {Fri, 24 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/icdar/SundaresanK99.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icdar/MurthyK99,
  author       = {K. R. K. Murthy and
                  S. Sathiya Keerthi},
  title        = {Context Filters for Document-based Information Filtering},
  booktitle    = {Fifth International Conference on Document Analysis and Recognition,
                  {ICDAR} 1999, 20-22 September, 1999, Bangalore, India},
  pages        = {709--712},
  publisher    = {{IEEE} Computer Society},
  year         = {1999},
  url          = {https://doi.org/10.1109/ICDAR.1999.791886},
  doi          = {10.1109/ICDAR.1999.791886},
  timestamp    = {Fri, 24 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/icdar/MurthyK99.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icra/KeerthiOHG99,
  author       = {S. Sathiya Keerthi and
                  Chong Jin Ong and
                  Eugene Huang and
                  Elmer G. Gilbert},
  title        = {EquiDistance Diagram: {A} New Roadmap Method for Path Planning},
  booktitle    = {1999 {IEEE} International Conference on Robotics and Automation, Marriott
                  Hotel, Renaissance Center, Detroit, Michigan, USA, May 10-15, 1999,
                  Proceedings},
  pages        = {682--687},
  publisher    = {{IEEE} Robotics and Automation Society},
  year         = {1999},
  url          = {https://doi.org/10.1109/ROBOT.1999.770054},
  doi          = {10.1109/ROBOT.1999.770054},
  timestamp    = {Wed, 20 Jun 2018 17:51:11 +0200},
  biburl       = {https://dblp.org/rec/conf/icra/KeerthiOHG99.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/SundararajanK99,
  author       = {S. Sundararajan and
                  S. Sathiya Keerthi},
  editor       = {Sara A. Solla and
                  Todd K. Leen and
                  Klaus{-}Robert M{\"{u}}ller},
  title        = {Predictive App roaches for Choosing Hyperparameters in Gaussian Processes},
  booktitle    = {Advances in Neural Information Processing Systems 12, {[NIPS} Conference,
                  Denver, Colorado, USA, November 29 - December 4, 1999]},
  pages        = {631--637},
  publisher    = {The {MIT} Press},
  year         = {1999},
  url          = {http://papers.nips.cc/paper/1767-predictive-app-roaches-for-choosing-hyperparameters-in-gaussian-processes},
  timestamp    = {Mon, 16 May 2022 15:41:51 +0200},
  biburl       = {https://dblp.org/rec/conf/nips/SundararajanK99.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/amc/SudarsanK98,
  author       = {Rachuri Sudarsan and
                  S. Sathiya Keerthi},
  title        = {Numerical approaches for solution of differential equations on manifolds},
  journal      = {Appl. Math. Comput.},
  volume       = {92},
  number       = {2-3},
  pages        = {153--193},
  year         = {1998},
  url          = {https://doi.org/10.1016/S0096-3003(97)10065-0},
  doi          = {10.1016/S0096-3003(97)10065-0},
  timestamp    = {Thu, 07 Jan 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/amc/SudarsanK98.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/amc/SudarsanK98a,
  author       = {Rachuri Sudarsan and
                  S. Sathiya Keerthi},
  title        = {An efficient approach for the numerical simulation of multibody systems},
  journal      = {Appl. Math. Comput.},
  volume       = {92},
  number       = {2-3},
  pages        = {195--218},
  year         = {1998},
  url          = {https://doi.org/10.1016/S0096-3003(97)10041-8},
  doi          = {10.1016/S0096-3003(97)10041-8},
  timestamp    = {Mon, 05 Feb 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/amc/SudarsanK98a.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tnn/DeodhareVK98,
  author       = {Dipti Deodhare and
                  M. Vidyasagar and
                  S. Sathiya Keerthi},
  title        = {Synthesis of fault-tolerant feedforward neural networks using minimax
                  optimization},
  journal      = {{IEEE} Trans. Neural Networks},
  volume       = {9},
  number       = {5},
  pages        = {891--900},
  year         = {1998},
  url          = {https://doi.org/10.1109/72.712162},
  doi          = {10.1109/72.712162},
  timestamp    = {Wed, 14 Nov 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/tnn/DeodhareVK98.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tac/KeerthiP95,
  author       = {S. Sathiya Keerthi and
                  Makarand S. Phatak},
  title        = {Regional pole placement of multivariable systems under control structure
                  constraints},
  journal      = {{IEEE} Trans. Autom. Control.},
  volume       = {40},
  number       = {2},
  pages        = {272--276},
  year         = {1995},
  url          = {https://doi.org/10.1109/9.341791},
  doi          = {10.1109/9.341791},
  timestamp    = {Thu, 30 Sep 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/tac/KeerthiP95.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tcs/DattasharmaK95,
  author       = {Abhi Dattasharma and
                  S. Sathiya Keerthi},
  title        = {An Augmented Voronoi Roadmap for 3D Translational Motion Planning
                  for a Convex Polyhedron Moving Amidst Convex Polyhedral Obstacles},
  journal      = {Theor. Comput. Sci.},
  volume       = {140},
  number       = {2},
  pages        = {205--230},
  year         = {1995},
  url          = {https://doi.org/10.1016/0304-3975(94)00191-K},
  doi          = {10.1016/0304-3975(94)00191-K},
  timestamp    = {Wed, 17 Feb 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/tcs/DattasharmaK95.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/soda/ChandruDKSV95,
  author       = {Vijay Chandru and
                  Abhi Dattasharma and
                  S. Sathiya Keerthi and
                  N. K. Sancheti and
                  V. Vinay},
  editor       = {Kenneth L. Clarkson},
  title        = {Algorithms for the Optimal Loading of Recursive Neural Nets},
  booktitle    = {Proceedings of the Sixth Annual {ACM-SIAM} Symposium on Discrete Algorithms,
                  22-24 January 1995. San Francisco, California, {USA}},
  pages        = {342--349},
  publisher    = {{ACM/SIAM}},
  year         = {1995},
  url          = {http://dl.acm.org/citation.cfm?id=313651.313716},
  timestamp    = {Thu, 05 Jul 2018 07:29:25 +0200},
  biburl       = {https://dblp.org/rec/conf/soda/ChandruDKSV95.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ipl/SridharanSCK94,
  author       = {K. Sridharan and
                  Harry E. Stephanou and
                  K. C. Craig and
                  S. Sathiya Keerthi},
  title        = {Distance Measures on Intersecting Objects and Their Applications},
  journal      = {Inf. Process. Lett.},
  volume       = {51},
  number       = {4},
  pages        = {181--188},
  year         = {1994},
  url          = {https://doi.org/10.1016/0020-0190(94)00092-1},
  doi          = {10.1016/0020-0190(94)00092-1},
  timestamp    = {Wed, 07 Aug 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/ipl/SridharanSCK94.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cccg/DattasharmaK93,
  author       = {Abhi Dattasharma and
                  S. Sathiya Keerthi},
  title        = {Translational Motion Planning for a Convex Polyhedron in a 3D Polyhedral
                  World Using an Efficient and New Roadmap},
  booktitle    = {Proceedings of the 5th Canadian Conference on Computational Geometry,
                  Waterloo, Ontario, Canada, August 1993},
  pages        = {449--454},
  publisher    = {University of Waterloo},
  year         = {1993},
  timestamp    = {Wed, 19 May 2021 16:29:07 +0200},
  biburl       = {https://dblp.org/rec/conf/cccg/DattasharmaK93.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icra/SridharanSK93,
  author       = {K. Sridharan and
                  Harry E. Stephanou and
                  S. Sathiya Keerthi},
  title        = {On Computing a Distance Measure for Path Planning},
  booktitle    = {Proceedings of the 1993 {IEEE} International Conference on Robotics
                  and Automation, Atlanta, Georgia, USA, May 1993},
  pages        = {554--559},
  publisher    = {{IEEE} Computer Society Press},
  year         = {1993},
  url          = {https://doi.org/10.1109/ROBOT.1993.292037},
  doi          = {10.1109/ROBOT.1993.292037},
  timestamp    = {Fri, 13 Aug 2021 09:26:01 +0200},
  biburl       = {https://dblp.org/rec/conf/icra/SridharanSK93.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icra/SamuelK93,
  author       = {Sudhaker Samuel and
                  S. Sathiya Keerthi},
  title        = {Numerical Determination of Optimal Non-Holonomic Paths in the Presence
                  of Obstacles},
  booktitle    = {Proceedings of the 1993 {IEEE} International Conference on Robotics
                  and Automation, Atlanta, Georgia, USA, May 1993},
  pages        = {826--831},
  publisher    = {{IEEE} Computer Society Press},
  year         = {1993},
  url          = {https://doi.org/10.1109/ROBOT.1993.292079},
  doi          = {10.1109/ROBOT.1993.292079},
  timestamp    = {Mon, 22 May 2017 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/icra/SamuelK93.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icra/MurthyK93,
  author       = {Nukala V. R. K. N. Murthy and
                  S. Sathiya Keerthi},
  title        = {Optimal Control of a Somersaulting Platform Diver: {A} Numerical Approach},
  booktitle    = {Proceedings of the 1993 {IEEE} International Conference on Robotics
                  and Automation, Atlanta, Georgia, USA, May 1993},
  pages        = {1013--1018},
  publisher    = {{IEEE} Computer Society Press},
  year         = {1993},
  url          = {https://doi.org/10.1109/ROBOT.1993.292108},
  doi          = {10.1109/ROBOT.1993.292108},
  timestamp    = {Mon, 22 May 2017 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/icra/MurthyK93.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/automatica/PhatakK92,
  author       = {Makarand S. Phatak and
                  S. Sathiya Keerthi},
  title        = {A homotopy approach for stabilizing single-input systems with control
                  structure constraints},
  journal      = {Autom.},
  volume       = {28},
  number       = {5},
  pages        = {981--987},
  year         = {1992},
  url          = {https://doi.org/10.1016/0005-1098(92)90151-5},
  doi          = {10.1016/0005-1098(92)90151-5},
  timestamp    = {Thu, 20 Feb 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/automatica/PhatakK92.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icra/KeerthiSS92,
  author       = {S. Sathiya Keerthi and
                  Rachuri Sudarsan and
                  N. K. Sancheti},
  title        = {A new approach to the numerical solution of constrained mechanical
                  system dynamics},
  booktitle    = {Proceedings of the 1992 {IEEE} International Conference on Robotics
                  and Automation, Nice, France, May 12-14, 1992},
  pages        = {293--298},
  publisher    = {{IEEE} Computer Society},
  year         = {1992},
  url          = {https://doi.org/10.1109/ROBOT.1992.220248},
  doi          = {10.1109/ROBOT.1992.220248},
  timestamp    = {Thu, 23 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/icra/KeerthiSS92.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icra/ShashikalaSK92,
  author       = {H. Shashikala and
                  N. K. Sancheti and
                  S. Sathiya Keerthi},
  title        = {Path planning: an approach based on connecting all the minimizers
                  and maximizers of a potential function},
  booktitle    = {Proceedings of the 1992 {IEEE} International Conference on Robotics
                  and Automation, Nice, France, May 12-14, 1992},
  pages        = {2309--2314},
  publisher    = {{IEEE} Computer Society},
  year         = {1992},
  url          = {https://doi.org/10.1109/ROBOT.1992.219915},
  doi          = {10.1109/ROBOT.1992.219915},
  timestamp    = {Thu, 23 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/icra/ShashikalaSK92.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icra/SanchetiK92,
  author       = {N. K. Sancheti and
                  S. Sathiya Keerthi},
  title        = {Computation of certain measures of proximity between convex polytopes:
                  a complexity viewpoint},
  booktitle    = {Proceedings of the 1992 {IEEE} International Conference on Robotics
                  and Automation, Nice, France, May 12-14, 1992},
  pages        = {2508--2513},
  publisher    = {{IEEE} Computer Society},
  year         = {1992},
  url          = {https://doi.org/10.1109/ROBOT.1992.220064},
  doi          = {10.1109/ROBOT.1992.220064},
  timestamp    = {Thu, 23 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/icra/SanchetiK92.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/trob/GilbertJK88,
  author       = {Elmer G. Gilbert and
                  Daniel W. Johnson and
                  S. Sathiya Keerthi},
  title        = {A fast procedure for computing the distance between complex objects
                  in three-dimensional space},
  journal      = {{IEEE} J. Robotics Autom.},
  volume       = {4},
  number       = {2},
  pages        = {193--203},
  year         = {1988},
  url          = {https://doi.org/10.1109/56.2083},
  doi          = {10.1109/56.2083},
  timestamp    = {Tue, 19 May 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/trob/GilbertJK88.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icra/GilbertJK87,
  author       = {Elmer G. Gilbert and
                  Daniel W. Johnson and
                  S. Sathiya Keerthi},
  title        = {A fast procedure for computing the distance between complex objects
                  in three space},
  booktitle    = {Proceedings of the 1987 {IEEE} International Conference on Robotics
                  and Automation, Raleigh, North Carolina, USA, March 31 - April 3,
                  1987},
  pages        = {1883--1889},
  publisher    = {{IEEE}},
  year         = {1987},
  url          = {https://doi.org/10.1109/ROBOT.1987.1087825},
  doi          = {10.1109/ROBOT.1987.1087825},
  timestamp    = {Wed, 16 Oct 2019 14:14:51 +0200},
  biburl       = {https://dblp.org/rec/conf/icra/GilbertJK87.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
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