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Judea Pearl
Cognitive System
Department of Computer Science
University of Ca
Contact Information
Webpage :
http://www.cs.ucla.edu/~judea
Email :
judea@cs.ucla.edu
Phone : (310) 825-
Mailing Address
Publications in UAI
UAI-1990
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Equivalence and Synthesis of Causal Models
UAI-1989
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Deciding Consistency of Databases Containing Defeasible and Strict Information
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d-Separation: From Theorems to Algorithms
UAI-1988
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On the Logic of Causal Models
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Causal Networks: Semantics and Expressiveness
UAI-1987
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Structuring Causal Tree Models with Continuous Variables
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The Recovery of Causal Poly-Trees From Statistical Data
UAI-1986
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Distributed Revision of Belief Commitment in Composite Explanations
UAI-1985
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A Constraint - Propagation Approach to Probabilistic Reasoning
UAI-2012
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Causal Inference by Surrogate Experiments: z-Identifiability
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The Do-Calculus Revisited
UAI-2010
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On Measurement Bias in Causal Inference
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On a Class of Bias-Amplifying Variables that Endanger Effect Estimates
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Confounding Equivalence in Causal Inference
UAI-2009
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Effects of Treatment on the Treated: Identification and Generalization
UAI-2007
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What Counterfactuals Can Be Tested
UAI-2006
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Identification of Conditional Interventional Distributions
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Graphical Condition for Identification in recursive SEM
UAI-2004
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Robustness of Causal Claims
UAI-2002
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On the Testable Implications of Causal Models with Hidden Variables
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Qualitative MDPs and POMDPs: An Order-Of-Magnitude Approximation
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Generalized Instrumental Variables
UAI-2001
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Causes and Explanations: A Structural-Model Approach --- Part 1: Causes
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Direct and Indirect Effects
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Causal Discovery from Changes
UAI-2000
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Probabilities of Causation: Bounds and Identification
UAI-1996
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Identifying Independencies in Causal Graphs with Feedback
UAI-1995
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Testing Identifiability of Causal Effects
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Counterfactuals and Policy Analysis in Structural Models
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On the Testability of Causal Models with Latent and Instrumental Variables
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Logarithmic-Time Updates and Queries in Probabilistic Networks
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Probabilistic Evaluation of Sequential Plans from Causal Models with Hidden Variables
UAI-1994
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Counterfactual Probabilities: Computational Methods, Bounds and Applications
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On Testing Whether an Embedded Bayesian Network Represents a Probability Model
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A Probabilistic Calculus of Actions
UAI-1993
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From Conditional Oughts to Qualitative Decision Theory
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Deciding Morality of Graphs is NP-complete
UAI-1992
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An Algorithm for Deciding if a Set of Observed Independencies Has a Causal Explanation
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Reasoning With Qualitative Probabilities Can Be Tractable
UAI-1990
::
On the Equivalence of Causal Models
UAI-1989
::
d-Separation: From Theorems to Algorithms
::
Deciding Consistency of Databases Containing Defeasible and Strict Information
UAI-1988
::
On the Logic of Causal Models
::
Causal Networks: Semantics and Expressiveness
UAI-1987
::
Structuring Causal Tree Models with Continuous Variables
::
Do We Need Higher-Order Probabilities and, If So, What Do They Mean?
::
The Recovery of Causal Poly-Trees from Statistical Data
UAI-1986
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Learning Link-Probabilities in Causal Trees
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Distributed Revision of Belief Commitment in Multi-Hypothesis Interpretations
UAI-1985
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A Constraint Propagation Approach to Probabilistic Reasoning
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