Uncertainty in Artificial Intelligence
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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
:: Equivalence and Synthesis of Causal Models

UAI-1989
:: Deciding Consistency of Databases Containing Defeasible and Strict Information
:: d-Separation: From Theorems to Algorithms

UAI-1988
:: On the Logic of Causal Models
:: Causal Networks: Semantics and Expressiveness

UAI-1987
:: Structuring Causal Tree Models with Continuous Variables
:: The Recovery of Causal Poly-Trees From Statistical Data

UAI-1986
:: Distributed Revision of Belief Commitment in Composite Explanations

UAI-1985
:: A Constraint - Propagation Approach to Probabilistic Reasoning

UAI-2012
:: Causal Inference by Surrogate Experiments: z-Identifiability
:: The Do-Calculus Revisited

UAI-2010
:: On Measurement Bias in Causal Inference
:: On a Class of Bias-Amplifying Variables that Endanger Effect Estimates
:: Confounding Equivalence in Causal Inference

UAI-2009
:: Effects of Treatment on the Treated: Identification and Generalization

UAI-2007
:: What Counterfactuals Can Be Tested

UAI-2006
:: Identification of Conditional Interventional Distributions
:: Graphical Condition for Identification in recursive SEM

UAI-2004
:: Robustness of Causal Claims

UAI-2002
:: On the Testable Implications of Causal Models with Hidden Variables
:: Qualitative MDPs and POMDPs: An Order-Of-Magnitude Approximation
:: Generalized Instrumental Variables

UAI-2001
:: Causes and Explanations: A Structural-Model Approach --- Part 1: Causes
:: Direct and Indirect Effects
:: Causal Discovery from Changes

UAI-2000
:: Probabilities of Causation: Bounds and Identification

UAI-1996
:: Identifying Independencies in Causal Graphs with Feedback

UAI-1995
:: Testing Identifiability of Causal Effects
:: Counterfactuals and Policy Analysis in Structural Models
:: On the Testability of Causal Models with Latent and Instrumental Variables
:: Logarithmic-Time Updates and Queries in Probabilistic Networks
:: Probabilistic Evaluation of Sequential Plans from Causal Models with Hidden Variables

UAI-1994
:: Counterfactual Probabilities: Computational Methods, Bounds and Applications
:: On Testing Whether an Embedded Bayesian Network Represents a Probability Model
:: A Probabilistic Calculus of Actions

UAI-1993
:: From Conditional Oughts to Qualitative Decision Theory
:: Deciding Morality of Graphs is NP-complete

UAI-1992
:: An Algorithm for Deciding if a Set of Observed Independencies Has a Causal Explanation
:: 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
:: Learning Link-Probabilities in Causal Trees
:: Distributed Revision of Belief Commitment in Multi-Hypothesis Interpretations

UAI-1985
:: A Constraint Propagation Approach to Probabilistic Reasoning


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