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Ioannis Tsamardinos

Papers on DiSC'04


Identifying Markov Blankets with Decision Tree Induction

Time and sample efficient discovery of Markov blankets and direct causal relations

Publications


Note: Links lead to the DBLP on the Web.

Ioannis Tsamardinos

Ioannis Tsamardinos, Constantin F. Aliferis , Alexander Statnikov : Algorithms for Large Scale Markov Blanket Discovery. FLAIRS Conference 2003 : 376-381

Constantin F. Aliferis , Ioannis Tsamardinos, P. Massion , Alexander R. Statnikov , N. Fananapazir , D. Hardin : Machine Learning Models for Classification of Lung Cancer and Selection of Genomic Markers Using Array Gene Expression Data. FLAIRS Conference 2003 : 67-71

Lewis Frey , Douglas Fisher , Ioannis Tsamardinos, Constantin F. Aliferis , Alexander R. Statnikov : Identifying Markov Blankets with Decision Tree Induction. ICDM 2003 : 59-66

Ioannis Tsamardinos, Constantin F. Aliferis , Alexander R. Statnikov : Time and sample efficient discovery of Markov blankets and direct causal relations. KDD 2003 : 673-678

Constantin F. Aliferis , Ioannis Tsamardinos, Alexander R. Statnikov , L. E. Brown : Causal Explorer: A Causal Probabilistic Network Learning Toolkit for Biomedical Discovery. METMBS 2003 : 371-376

Constantin F. Aliferis , Ioannis Tsamardinos, P. Massion , Alexander R. Statnikov , D. Hardin : Why Classification Models Using Array Gene Expression Data Perform So Well: A Preliminary Investigation of Explanatory Factors. METMBS 2003 : 47-53

Ioannis Tsamardinos, Martha E. Pollack : Efficient solution techniques for disjunctive temporal reasoning problems. Artif. Intell. 151 (1-2): 43-89 (2003)

Ioannis Tsamardinos, Thierry Vidal , Martha E. Pollack : CTP: A New Constraint-Based Formalism for Conditional, Temporal Planning. Constraints 8 (4): 365-388 (2003)

Alan Berfield , Panos K. Chrysanthis , Ioannis Tsamardinos, Martha E. Pollack , Sujata Banerjee : A Scheme for Integrating e-Services in Establishing Virtual Enterprises. RIDE 2002

Ioannis Tsamardinos: A Probabilistic Approach to Robust Execution of Temporal Plans with Uncertainty. SETN 2002 : 97-108

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

Ioannis Tsamardinos, Martha E. Pollack , John F. Horty : Merging Plans with Quantitative Temporal Constraints, Temporally Extended Actions, and Conditional Branches. AIPS 2000 : 264-272

Ioannis Tsamardinos, Nicola Muscettola , Paul H. Morris : Fast Transformation of Temporal Plans for Efficient Execution. AAAI/IAAI 1998 : 254-261

Nicola Muscettola , Paul H. Morris , Ioannis Tsamardinos: Reformulating Temporal Plans for Efficient Execution. KR 1998 : 444-452

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)

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