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Ioannis Tsamardinos
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Publications
- 2015
- [c42]Grace T. Huang, Ioannis Tsamardinos, Vineet K. Raghu, Naftali Kaminski, Panayiotis V. Benos:
T-ReCS: Stable Selection of Dynamically Formed Groups of Features with Application to Prediction of Clinical Outcomes. Pacific Symposium on Biocomputing 2015: 431-442 - 2012
- [j13]Laura E. Brown, Ioannis Tsamardinos, Douglas P. Hardin:
To feature space and back: Identifying top-weighted features in polynomial Support Vector Machine models. Intell. Data Anal. 16(4): 551-579 (2012) - 2010
- [j10]Constantin F. Aliferis, Alexander R. Statnikov, Ioannis Tsamardinos, Subramani Mani, Xenofon D. Koutsoukos:
Local Causal and Markov Blanket Induction for Causal Discovery and Feature Selection for Classification Part I: Algorithms and Empirical Evaluation. J. Mach. Learn. Res. 11: 171-234 (2010) - [j9]Constantin F. Aliferis, Alexander R. Statnikov, Ioannis Tsamardinos, Subramani Mani, Xenofon D. Koutsoukos:
Local Causal and Markov Blanket Induction for Causal Discovery and Feature Selection for Classification Part II: Analysis and Extensions. J. Mach. Learn. Res. 11: 235-284 (2010) - 2008
- [c24]Ioannis Tsamardinos, Laura E. Brown:
Bounding the False Discovery Rate in Local Bayesian Network Learning. AAAI 2008: 1100-1105 - [c23]Laura E. Brown, Ioannis Tsamardinos:
A Strategy for Making Predictions Under Manipulation. WCCI Causation and Prediction Challenge 2008: 35-52 - 2006
- [j8]Ioannis Tsamardinos, Laura E. Brown, Constantin F. Aliferis:
The max-min hill-climbing Bayesian network structure learning algorithm. Mach. Learn. 65(1): 31-78 (2006) - [c22]Ioannis Tsamardinos, Alexander R. Statnikov, Laura E. Brown, Constantin F. Aliferis:
Generating Realistic Large Bayesian Networks by Tiling. FLAIRS 2006: 592-597 - 2005
- [j7]Alexander R. Statnikov, Constantin F. Aliferis, Ioannis Tsamardinos, Douglas P. Hardin, Shawn Levy:
A comprehensive evaluation of multicategory classification methods for microarray gene expression cancer diagnosis. Bioinform. 21(5): 631-643 (2005) - [j6]Alexander R. Statnikov, Ioannis Tsamardinos, Yerbolat Dosbayev, Constantin F. Aliferis:
GEMS: A system for automated cancer diagnosis and biomarker discovery from microarray gene expression data. Int. J. Medical Informatics 74(7-8): 491-503 (2005) - [j5]Yindalon Aphinyanaphongs, Ioannis Tsamardinos, Alexander R. Statnikov, Douglas P. Hardin, Constantin F. Aliferis:
Research Paper: Text Categorization Models for High-Quality Article Retrieval in Internal Medicine. J. Am. Medical Informatics Assoc. 12(2): 207-216 (2005) - [c21]Laura E. Brown, Ioannis Tsamardinos, Constantin F. Aliferis:
A Comparison of Novel and State-of-the-Art Polynomial Bayesian Network Learning Algorithms. AAAI 2005: 739-745 - [c20]Alexander R. Statnikov, Ioannis Tsamardinos, Constantin F. Aliferis:
Using the GEMS System for Cancer Diagnosis and Biomarker Discovery from Microarray Gene Expression Data. AAAI 2005: 1710-1711 - [c19]Lawrence D. Fu, Ioannis Tsamardinos:
A Comparison of Bayesian Network Learning Algorithms from Continuous Data. AMIA 2005 - [c18]Alexander R. Statnikov, Ioannis Tsamardinos, Constantin F. Aliferis:
Using the GEMS System for Supervised Analysis of Cancer Microarray Gene Expression Data. AMIA 2005 - 2004
- [c17]Douglas P. Hardin, Ioannis Tsamardinos, Constantin F. Aliferis:
A theoretical characterization of linear SVM-based feature selection. ICML 2004 - [c16]Laura E. Brown, Ioannis Tsamardinos, Constantin F. Aliferis:
A Novel Algorithm for Scalable and Accurate Bayesian Network Learning. MedInfo 2004: 711-715 - [c15]Alexander R. Statnikov, Constantin F. Aliferis, Ioannis Tsamardinos:
Methods for Multi-Category Cancer Diagnosis from Gene Expression Data: A Comprehensive Evaluation to Inform Decision Support System Development. MedInfo 2004: 813-817 - 2003
- [j4]Ioannis Tsamardinos, Martha E. Pollack:
Efficient solution techniques for disjunctive temporal reasoning problems. Artif. Intell. 151(1-2): 43-89 (2003) - [j3]Ioannis Tsamardinos, Thierry Vidal, Martha E. Pollack:
CTP: A New Constraint-Based Formalism for Conditional, Temporal Planning. Constraints An Int. J. 8(4): 365-388 (2003) - [j2]Martha E. Pollack, Laura E. Brown, Dirk Colbry, Colleen E. McCarthy, Cheryl Orosz, Bart Peintner, Sailesh Ramakrishnan, Ioannis Tsamardinos:
Autominder: an intelligent cognitive orthotic system for people with memory impairment. Robotics Auton. Syst. 44(3-4): 273-282 (2003) - [c14]Ioannis Tsamardinos, Constantin F. Aliferis:
Towards Principled Feature Selection: Relevancy, Filters and Wrappers. AISTATS 2003 - [c13]Constantin F. Aliferis, Ioannis Tsamardinos, Alexander R. Statnikov:
HITON: A Novel Markov Blanket Algorithm for Optimal Variable Selection. AMIA 2003 - [c12]Constantin F. Aliferis, Ioannis Tsamardinos, Pierre P. Massion, Alexander R. Statnikov, Nafeh Fananapazir, Douglas P. Hardin:
Machine Learning Models for Classification of Lung Cancer and Selection of Genomic Markers Using Array Gene Expression Data. FLAIRS 2003: 67-71 - [c11]Ioannis Tsamardinos, Constantin F. Aliferis, Alexander R. Statnikov:
Algorithms for Large Scale Markov Blanket Discovery. FLAIRS 2003: 376-381 - [c10]Lewis J. Frey, Douglas H. Fisher, Ioannis Tsamardinos, Constantin F. Aliferis, Alexander R. Statnikov:
Identifying Markov Blankets with Decision Tree Induction. ICDM 2003: 59-66 - [c9]Ioannis Tsamardinos, Constantin F. Aliferis, Alexander R. Statnikov:
Time and sample efficient discovery of Markov blankets and direct causal relations. KDD 2003: 673-678 - [c8]Constantin F. Aliferis, Ioannis Tsamardinos, Pierre P. Massion, Alexander R. Statnikov, Douglas P. Hardin:
Why Classification Models Using Array Gene Expression Data Perform So Well: A Preliminary Investigation of Explanatory Factors. METMBS 2003: 47-53 - [c7]Constantin F. Aliferis, Ioannis Tsamardinos, Alexander R. Statnikov, Laura E. Brown:
Causal Explorer: A Causal Probabilistic Network Learning Toolkit for Biomedical Discovery. METMBS 2003: 371-376 - 2002
- [c6]Alan Berfield, Panos K. Chrysanthis, Ioannis Tsamardinos, Martha E. Pollack, Sujata Banerjee:
A Scheme for Integrating e-Services in Establishing Virtual Enterprises. RIDE 2002: 134-142 - 2001
- [c4]Martha E. Pollack, Colleen E. McCarthy, Sailesh Ramakrishnan, Ioannis Tsamardinos:
Execution-Time Plan Management for a Cognitive Orthotic System. Advances in Plan-Based Control of Robotic Agents 2001: 179-192 - 2000
- [c3]Ioannis Tsamardinos, Martha E. Pollack, John F. Horty:
Merging Plans with Quantitative Temporal Constraints, Temporally Extended Actions, and Conditional Branches. AIPS 2000: 264-272 - 1998
- [j1]Cristina Bicchieri, Martha E. Pollack, Carlo Rovelli, Ioannis Tsamardinos:
The potential for the evolution of co-operation among web agents. Int. J. Hum. Comput. Stud. 48(1): 9-29 (1998) - [c2]Ioannis Tsamardinos, Nicola Muscettola, Paul H. Morris:
Fast Transformation of Temporal Plans for Efficient Execution. AAAI/IAAI 1998: 254-261 - [c1]Nicola Muscettola, Paul H. Morris, Ioannis Tsamardinos:
Reformulating Temporal Plans for Efficient Execution. KR 1998: 444-452
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