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ORCIDSteven Euijong Whang
Euijong Whang – Steven Whang 0001
Person information
- affiliation: Korea Advanced Institute of Science and Technology (KAIST), Korea
- affiliation (former): Stanford University, CA, USA
Other persons with the same name
- Steven Whang 0002 — Langara College, Vancouver, Canada
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Books and Theses
- 2012
[b1]Steven Euijong Whang:
Data analytics: integration and privacy. Stanford University, USA, 2012
Journal Articles
- 2024
- [j23]Steven Euijong Whang:
Letter from the Special Issue Editor. IEEE Data Eng. Bull. 47(1): 2 (2024) - [j22]Ki Hyun Tae, Hantian Zhang, Jaeyoung Park, Kexin Rong, Steven Euijong Whang:
Falcon: Fair Active Learning using Multi-armed Bandits. Proc. VLDB Endow. 17(5): 952-965 (2024) - 2023
- [j21]Hantian Zhang
, Ki Hyun Tae, Jaeyoung Park, Xu Chu, Steven Euijong Whang:
iFlipper: Label Flipping for Individual Fairness. Proc. ACM Manag. Data 1(1): 8:1-8:26 (2023) - [j20]Georgia Koutrika, Jun Yang, Manos Athanassoulis, Kostas Stefanidis, Ju Fan, Abdul Quamar, Yuanyan Tian, Alekh Jindal, Carsten Binnig, Jennie Rogers, Senjuti Basu Roy, Steven Euijong Whang, Matthias Boehm, Aaron J. Elmore, Vasilis Efthymiou, Xiao Hu, Xiaofang Zhou, Alan D. Fekete:
Front Matter. Proc. VLDB Endow. 16(12) (2023) - [j19]Steven Euijong Whang, Yuji Roh, Hwanjun Song, Jae-Gil Lee:
Data collection and quality challenges in deep learning: a data-centric AI perspective. VLDB J. 32(4): 791-813 (2023) - 2021
- [j18]Steven Euijong Whang, Ki Hyun Tae, Yuji Roh, Geon Heo:
Responsible AI Challenges in End-to-end Machine Learning. IEEE Data Eng. Bull. 44(1): 79-91 (2021) - [j17]Yuji Roh, Geon Heo, Steven Euijong Whang:
A Survey on Data Collection for Machine Learning: A Big Data - AI Integration Perspective. IEEE Trans. Knowl. Data Eng. 33(4): 1328-1347 (2021) - 2020
- [j16]Steven Whang, Jae-Gil Lee:
Data Collection and Quality Challenges for Deep Learning. Proc. VLDB Endow. 13(12): 3429-3432 (2020) - [j15]Geon Heo, Yuji Roh, Seonghyeon Hwang, Dayun Lee, Steven Whang:
Inspector Gadget: A Data Programming-based Labeling System for Industrial Images. Proc. VLDB Endow. 14(1): 28-36 (2020) - [j14]Yeounoh Chung, Tim Kraska, Neoklis Polyzotis, Ki Hyun Tae, Steven Euijong Whang:
Automated Data Slicing for Model Validation: A Big Data - AI Integration Approach. IEEE Trans. Knowl. Data Eng. 32(12): 2284-2296 (2020) - 2018
- [j13]Neoklis Polyzotis, Sudip Roy, Steven Euijong Whang, Martin Zinkevich:
Data Lifecycle Challenges in Production Machine Learning: A Survey. SIGMOD Rec. 47(2): 17-28 (2018) - 2016
- [j12]Alon Y. Halevy, Flip Korn, Natalya Fridman Noy, Christopher Olston, Neoklis Polyzotis, Sudip Roy, Steven Euijong Whang:
Managing Google's data lake: an overview of the Goods system. IEEE Data Eng. Bull. 39(3): 5-14 (2016) - 2014
- [j11]Rahul Gupta, Alon Y. Halevy, Xuezhi Wang, Steven Euijong Whang, Fei Wu:
Biperpedia: An Ontology for Search Applications. Proc. VLDB Endow. 7(7): 505-516 (2014) - [j10]Steven Euijong Whang, Hector Garcia-Molina:
Incremental entity resolution on rules and data. VLDB J. 23(1): 77-102 (2014) - 2013
- [j9]Steven Euijong Whang, Peter Lofgren, Hector Garcia-Molina:
Question Selection for Crowd Entity Resolution. Proc. VLDB Endow. 6(6): 349-360 (2013) - [j8]Steven Euijong Whang, David Marmaros, Hector Garcia-Molina:
Pay-As-You-Go Entity Resolution. IEEE Trans. Knowl. Data Eng. 25(5): 1111-1124 (2013) - [j7]Steven Euijong Whang, Hector Garcia-Molina:
Joint entity resolution on multiple datasets. VLDB J. 22(6): 773-795 (2013) - 2011
- [j6]Steven Euijong Whang, Hector Garcia-Molina:
Developments in Generic Entity Resolution. IEEE Data Eng. Bull. 34(3): 51-59 (2011) - 2010
- [j5]David Menestrina, Steven Whang, Hector Garcia-Molina:
Evaluating Entity Resolution Results. Proc. VLDB Endow. 3(1): 208-219 (2010) - [j4]Steven Whang, Hector Garcia-Molina:
Entity Resolution with Evolving Rules. Proc. VLDB Endow. 3(1): 1326-1337 (2010) - 2009
- [j3]Steven Whang, Chad Brower, Jayavel Shanmugasundaram, Sergei Vassilvitskii, Erik Vee, Ramana Yerneni, Hector Garcia-Molina:
Indexing Boolean Expressions. Proc. VLDB Endow. 2(1): 37-48 (2009) - [j2]Omar Benjelloun, Hector Garcia-Molina, David Menestrina, Qi Su, Steven Euijong Whang, Jennifer Widom:
Swoosh: a generic approach to entity resolution. VLDB J. 18(1): 255-276 (2009) - [j1]Steven Euijong Whang, Omar Benjelloun, Hector Garcia-Molina:
Generic entity resolution with negative rules. VLDB J. 18(6): 1261-1277 (2009)
Conference and Workshop Papers
- 2024
- [c27]Minsu Kim, Seonghyeon Hwang, Steven Euijong Whang:
Quilt: Robust Data Segment Selection against Concept Drifts. AAAI 2024: 21249-21257 - 2023
- [c26]Hyunseung Hwang, Steven Euijong Whang:
XClusters: Explainability-First Clustering. AAAI 2023: 7962-7970 - [c25]Geon Heo, Steven Euijong Whang:
Redactor: A Data-Centric and Individualized Defense against Inference Attacks. AAAI 2023: 14874-14882 - [c24]Yuji Roh, Kangwook Lee, Steven Euijong Whang, Changho Suh:
Improving Fair Training under Correlation Shifts. ICML 2023: 29179-29209 - 2021
- [c23]Yuji Roh, Kangwook Lee, Steven Euijong Whang, Changho Suh:
FairBatch: Batch Selection for Model Fairness. ICLR 2021 - [c22]Jae-Gil Lee, Yuji Roh, Hwanjun Song, Steven Euijong Whang:
Machine Learning Robustness, Fairness, and their Convergence. KDD 2021: 4046-4047 - [c21]Yuji Roh, Kangwook Lee, Steven Whang, Changho Suh:
Sample Selection for Fair and Robust Training. NeurIPS 2021: 815-827 - [c20]Ki Hyun Tae, Steven Euijong Whang:
Slice Tuner: A Selective Data Acquisition Framework for Accurate and Fair Machine Learning Models. SIGMOD Conference 2021: 1771-1783 - 2020
- [c19]Hyunseung Hwang, Steven Euijong Whang:
Open-World COVID-19 Data Visualization [Extended Abstract]. Poly/DMAH@VLDB 2020: 81-84 - [c18]Yuji Roh, Kangwook Lee, Steven Whang, Changho Suh:
FR-Train: A Mutual Information-Based Approach to Fair and Robust Training. ICML 2020: 8147-8157 - 2019
- [c17]Yeounoh Chung, Tim Kraska, Neoklis Polyzotis, Ki Hyun Tae, Steven Euijong Whang:
Slice Finder: Automated Data Slicing for Model Validation. ICDE 2019: 1550-1553 - [c16]Eric Breck, Neoklis Polyzotis, Sudip Roy, Steven Whang, Martin Zinkevich:
Data Validation for Machine Learning. SysML 2019 - [c15]Ki Hyun Tae, Yuji Roh, Young Hun Oh, Hyunsu Kim, Steven Euijong Whang:
Data Cleaning for Accurate, Fair, and Robust Models: A Big Data - AI Integration Approach. DEEM@SIGMOD 2019: 5:1-5:4 - 2017
- [c14]Denis Baylor, Eric Breck, Heng-Tze Cheng, Noah Fiedel, Chuan Yu Foo, Zakaria Haque, Salem Haykal, Mustafa Ispir, Vihan Jain, Levent Koc, Chiu Yuen Koo, Lukasz Lew, Clemens Mewald, Akshay Naresh Modi, Neoklis Polyzotis, Sukriti Ramesh, Sudip Roy, Steven Euijong Whang, Martin Wicke, Jarek Wilkiewicz, Xin Zhang, Martin Zinkevich:
TFX: A TensorFlow-Based Production-Scale Machine Learning Platform. KDD 2017: 1387-1395 - [c13]Neoklis Polyzotis, Sudip Roy, Steven Euijong Whang, Martin Zinkevich:
Data Management Challenges in Production Machine Learning. SIGMOD Conference 2017: 1723-1726 - 2016
- [c12]Mina H. Farid, Ihab F. Ilyas, Steven Euijong Whang, Cong Yu:
LONLIES: Estimating Property Values for Long Tail Entities. SIGIR 2016: 1125-1128 - [c11]Alon Y. Halevy, Flip Korn, Natalya Fridman Noy, Christopher Olston, Neoklis Polyzotis, Sudip Roy, Steven Euijong Whang:
Goods: Organizing Google's Datasets. SIGMOD Conference 2016: 795-806 - [c10]Alon Y. Halevy, Natalya Fridman Noy, Sunita Sarawagi, Steven Euijong Whang, Xiao Yu:
Discovering Structure in the Universe of Attribute Names. WWW 2016: 939-949 - 2015
- [c9]Dana Movshovitz-Attias, Steven Euijong Whang, Natalya Fridman Noy, Alon Y. Halevy:
Discovering Subsumption Relationships for Web-Based Ontologies. WebDB 2015: 62-69 - 2014
- [c8]Mohamed Yahya, Steven Whang, Rahul Gupta, Alon Y. Halevy:
ReNoun: Fact Extraction for Nominal Attributes. EMNLP 2014: 325-335 - 2013
- [c7]Steven Euijong Whang, Hector Garcia-Molina:
Disinformation techniques for entity resolution. CIKM 2013: 715-720 - 2012
- [c6]Steven Euijong Whang, Hector Garcia-Molina:
Joint Entity Resolution. ICDE 2012: 294-305 - [c5]Steven Euijong Whang, Hector Garcia-Molina:
A Model for Quantifying Information Leakage. Secure Data Management 2012: 25-44 - 2011
- [c4]Steven Whang, Hector Garcia-Molina:
Managing Information Leakage. CIDR 2011: 79-84 - 2009
- [c3]Malú Castellanos, Ivo Jimenez, Neal Coddington, Hans Zeller, Steven Whang, Umeshwar Dayal:
QuickStart: An Upfront Client-Based Design Advisor for Parallel Data Warehouses. ICDE 2009: 1543-1546 - [c2]Steven Euijong Whang, David Menestrina, Georgia Koutrika, Martin Theobald, Hector Garcia-Molina:
Entity resolution with iterative blocking. SIGMOD Conference 2009: 219-232 - 2006
- [c1]Ki-Hoon Lee, Seoyoung Kim, Euijong Whang, Jae-Gil Lee:
A Practitioner's Approach to Normalizing XQuery Expressions. DASFAA 2006: 437-453
Editorship
- 2021
- [e6]Matthias Boehm, Julia Stoyanovich, Steven Whang:
Proceedings of the Fifth Workshop on Data Management for End-To-End Machine Learning, In conjunction with the 2021 ACM SIGMOD/PODS Conference, DEEM@SIGMOD 2021, Virtual Event, China, 20 June, 2021. ACM 2021, ISBN 978-1-4503-8486-5 [contents] - 2020
- [e5]Yunmook Nah, Bin Cui, Sang-Won Lee, Jeffrey Xu Yu, Yang-Sae Moon, Steven Euijong Whang:
Database Systems for Advanced Applications - 25th International Conference, DASFAA 2020, Jeju, South Korea, September 24-27, 2020, Proceedings, Part I. Lecture Notes in Computer Science 12112, Springer 2020, ISBN 978-3-030-59409-1 [contents] - [e4]Yunmook Nah, Bin Cui, Sang-Won Lee, Jeffrey Xu Yu, Yang-Sae Moon, Steven Euijong Whang:
Database Systems for Advanced Applications - 25th International Conference, DASFAA 2020, Jeju, South Korea, September 24-27, 2020, Proceedings, Part II. Lecture Notes in Computer Science 12113, Springer 2020, ISBN 978-3-030-59415-2 [contents] - [e3]Yunmook Nah, Bin Cui, Sang-Won Lee, Jeffrey Xu Yu, Yang-Sae Moon, Steven Euijong Whang:
Database Systems for Advanced Applications - 25th International Conference, DASFAA 2020, Jeju, South Korea, September 24-27, 2020, Proceedings, Part III. Lecture Notes in Computer Science 12114, Springer 2020, ISBN 978-3-030-59418-3 [contents] - [e2]Yunmook Nah, Chulyun Kim, Seon Ho Kim, Yang-Sae Moon, Steven Euijong Whang:
Database Systems for Advanced Applications. DASFAA 2020 International Workshops - BDMS, SeCoP, BDQM, GDMA, and AIDE, Jeju, South Korea, September 24-27, 2020, Proceedings. Lecture Notes in Computer Science 12115, Springer 2020, ISBN 978-3-030-59412-1 [contents] - [e1]Sebastian Schelter, Steven Whang, Julia Stoyanovich:
Proceedings of the Fourth Workshop on Data Management for End-To-End Machine Learning, In conjunction with the 2020 ACM SIGMOD/PODS Conference, DEEM@SIGMOD 2020, Portland, OR, USA, June 14, 2020. ACM 2020, ISBN 978-1-4503-8023-2 [contents]
Informal and Other Publications
- 2024
- [i21]Ki Hyun Tae, Hantian Zhang, Jaeyoung Park, Kexin Rong, Steven Euijong Whang:
Falcon: Fair Active Learning using Multi-armed Bandits. CoRR abs/2401.12722 (2024) - [i20]Yuji Roh, Qingyun Liu, Huan Gui, Zhe Yuan, Yujin Tang, Steven Euijong Whang, Liang Liu, Shuchao Bi, Lichan Hong, Ed H. Chi, Zhe Zhao:
LEVI: Generalizable Fine-tuning via Layer-wise Ensemble of Different Views. CoRR abs/2402.04644 (2024) - [i19]Jio Oh, Soyeon Kim, Junseok Seo, Jindong Wang, Ruochen Xu, Xing Xie, Steven Euijong Whang:
ERBench: An Entity-Relationship based Automatically Verifiable Hallucination Benchmark for Large Language Models. CoRR abs/2403.05266 (2024) - [i18]Seonghyeon Hwang, Minsu Kim, Steven Euijong Whang:
RC-Mixup: A Data Augmentation Strategy against Noisy Data for Regression Tasks. CoRR abs/2405.17938 (2024) - 2023
- [i17]Yuji Roh, Kangwook Lee, Steven Euijong Whang, Changho Suh:
Improving Fair Training under Correlation Shifts. CoRR abs/2302.02323 (2023) - [i16]Geon Heo, Junseok Seo, Steven Euijong Whang:
Personalized DP-SGD using Sampling Mechanisms. CoRR abs/2305.15165 (2023) - [i15]Minsu Kim, Seonghyeon Hwang, Steven Euijong Whang:
Quilt: Robust Data Segment Selection against Concept Drifts. CoRR abs/2312.09691 (2023) - 2022
- [i14]Geon Heo, Steven Euijong Whang:
Redactor: Targeted Disinformation Generation using Probabilistic Decision Boundaries. CoRR abs/2202.02902 (2022) - [i13]Hantian Zhang, Ki Hyun Tae, Jaeyoung Park, Xu Chu, Steven Euijong Whang:
iFlipper: Label Flipping for Individual Fairness. CoRR abs/2209.07047 (2022) - [i12]Hyunseung Hwang, Steven Euijong Whang:
XClusters: Explainability-first Clustering. CoRR abs/2209.10956 (2022) - 2021
- [i11]Steven Euijong Whang, Ki Hyun Tae, Yuji Roh, Geon Heo:
Responsible AI Challenges in End-to-end Machine Learning. CoRR abs/2101.05967 (2021) - [i10]Seonghyeon Hwang, Steven Euijong Whang:
MixRL: Data Mixing Augmentation for Regression using Reinforcement Learning. CoRR abs/2106.03374 (2021) - [i9]Yuji Roh, Kangwook Lee, Steven Euijong Whang, Changho Suh:
Sample Selection for Fair and Robust Training. CoRR abs/2110.14222 (2021) - [i8]Steven Euijong Whang, Yuji Roh, Hwanjun Song, Jae-Gil Lee:
Data Collection and Quality Challenges in Deep Learning: A Data-Centric AI Perspective. CoRR abs/2112.06409 (2021) - 2020
- [i7]Yuji Roh, Kangwook Lee, Steven Euijong Whang, Changho Suh:
FR-Train: A mutual information-based approach to fair and robust training. CoRR abs/2002.10234 (2020) - [i6]Ki Hyun Tae, Steven Euijong Whang:
Slice Tuner: A Selective Data Collection Framework for Accurate and Fair Machine Learning Models. CoRR abs/2003.04549 (2020) - [i5]Geon Heo, Yuji Roh, Seonghyeon Hwang, Dayun Lee, Steven Euijong Whang:
Inspector Gadget: A Data Programming-based Labeling System for Industrial Images. CoRR abs/2004.03264 (2020) - [i4]Yuji Roh, Kangwook Lee, Steven Euijong Whang, Changho Suh:
FairBatch: Batch Selection for Model Fairness. CoRR abs/2012.01696 (2020) - 2019
- [i3]Ki Hyun Tae, Yuji Roh, Young Hun Oh, Hyunsu Kim, Steven Euijong Whang:
Data Cleaning for Accurate, Fair, and Robust Models: A Big Data - AI Integration Approach. CoRR abs/1904.10761 (2019) - 2018
- [i2]Yeounoh Chung, Tim Kraska, Neoklis Polyzotis, Steven Euijong Whang:
Slice Finder: Automated Data Slicing for Model Validation. CoRR abs/1807.06068 (2018) - [i1]Yuji Roh, Geon Heo, Steven Euijong Whang:
A Survey on Data Collection for Machine Learning: a Big Data - AI Integration Perspective. CoRR abs/1811.03402 (2018)
Coauthor Index
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