bayes.cs.ucla.eduUCLA Cognitive Systems Laboratory (Experimental)
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Description:-- -- JUDEA PEARL - COGNITIVE SYSTEMS LABORATORY HOME PUBLICATIONS BIO CAUSALITY PRIMER WHY DANIEL PEARL FOUNDATION Director : Judea Pearl Faculty Associates : Adnan Darwiche and Rina Dechter Visiting
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-- -- JUDEA PEARL - COGNITIVE SYSTEMS LABORATORY HOME PUBLICATIONS BIO CAUSALITY PRIMER WHY DANIEL PEARL FOUNDATION Director : Judea Pearl Faculty Associates : Adnan Darwiche and Rina Dechter Visiting Scholars : Rachel Ben-Eliyahu, Hector Geffner, Dan Geiger, and Moises Goldszmidt -- Graduate Students : Carlos Cinelli Ang Li Chi Zhang Administrative Assistant : Kaoru Mulvihill RESEARCH AREAS: EVIDENTIAL REASONING (A. Darwiche) Distributed interpretation of multi-source data in networks of partial beliefs LEARNING (J. Pearl, J. Tian) Structuring causal networks to form a representation consistent with theories, experiments, and observations CONSTRAINT PROCESSING (R. Dechter, J. Pearl) Intelligent backtracking, learning while searching, restructuring constraint networks, truth maintenance systems, temporal reasoning GRAPHOIDS (J. Pearl) Characterization of informational dependencies and their graph representations CAUSAL REASONING (A. Darwiche, J. Pearl, J. Tian, B. Bonet, C. Brito, M. Hopkins) Predicting the effects of actions and policies, identifying causes, and generating explanations for observed events in specific scenarios SUPPORTING GRANTS AFOSR: Dynamic Constraint-Networks MICRO: Distributed Diagnosis of Systems with Multiple Faults MURI: An Integrated Approach to Decision Making under Uncertainty NSF: Probabilistic Networks for Automated Reasoning ONR: Causal Explanations for Learning and Training Publications: Click here a list of CSL's Technical Reports Click here for available on-line papers REPORT REQUESTS are to be directed to: Prof. Judea Pearl (judea@cs.ucla.edu) UCLA Computer Science Department 4532 Boelter Hall Los Angeles, California 90024-1596 (310) 825-3243 this link . -- Kaoru Mulvihill (kaoru@cs.ucla.edu) UCLA Computer Science Department 4532 Boelter Hall Los Angeles, California 90024-1596 (310) 825-3243...