Pearl, Judea

109 publications

AAAI 2024 Probabilities of Causation with Nonbinary Treatment and Effect Ang Li, Judea Pearl

AAAI 2024 Unit Selection with Nonbinary Treatment and Effect Ang Li, Judea Pearl

CLeaR 2023 Causal Inference Under Interference and Model Uncertainty Chi Zhang, Karthika Mohan, Judea Pearl

AISTATS 2023 Probabilities of Causation: Role of Observational Data Ang Li, Judea Pearl

AAAI 2022 Bounds on Causal Effects and Application to High Dimensional Data Ang Li, Judea Pearl

NeurIPS 2022 Causal Inference with Non-IID Data Using Linear Graphical Models Chi Zhang, Karthika Mohan, Judea Pearl

IJCAI 2022 Causes of Effects: Learning Individual Responses from Population Data Scott Mueller, Ang Li, Judea Pearl

NeurIPSW 2022 Probabilities of Causation: Adequate Size of Experimental and Observational Samples Ang Li, Ruirui Mao, Judea Pearl

AAAI 2022 Unit Selection with Causal Diagram Ang Li, Judea Pearl

NeurIPSW 2022 Unit Selection: Learning Benefit Function from Finite Population Data Ang Li, Song Jiang, Yizhou Sun, Judea Pearl

AISTATS 2021 Exploiting Equality Constraints in Causal Inference Chi Zhang, Carlos Cinelli, Bryant Chen, Judea Pearl

AAAI 2020 A Simultaneous Discover-Identify Approach to Causal Inference in Linear Models Chi Zhang, Bryant Chen, Judea Pearl

ICML 2019 Sensitivity Analysis of Linear Structural Causal Models Carlos Cinelli, Daniel Kumor, Bryant Chen, Judea Pearl, Elias Bareinboim

IJCAI 2019 Unit Selection Based on Counterfactual Logic Ang Li, Judea Pearl

PGM 2018 Consistent Estimation Given Missing Data Karthika Mohan, Judea Pearl

IJCAI 2018 Estimation with Incomplete Data: The Linear Case Karthika Mohan, Felix Thömmes, Judea Pearl

ICML 2017 Counterfactual Data-Fusion for Online Reinforcement Learners Andrew Forney, Judea Pearl, Elias Bareinboim

IJCAI 2016 Incorporating Knowledge into Structural Equation Models Using Auxiliary Variables Bryant Chen, Judea Pearl, Elias Bareinboim

NeurIPS 2015 Bandits with Unobserved Confounders: A Causal Approach Elias Bareinboim, Andrew Forney, Judea Pearl

UAI 2015 Efficient Algorithms for Bayesian Network Parameter Learning from Incomplete Data Guy Van den Broeck, Karthika Mohan, Arthur Choi, Adnan Darwiche, Judea Pearl

UAI 2015 Missing Data as a Causal and Probabilistic Problem Ilya Shpitser, Karthika Mohan, Judea Pearl

NeurIPS 2014 Graphical Models for Recovering Probabilistic and Causal Queries from Missing Data Karthika Mohan, Judea Pearl

AISTATS 2014 On the Testability of Models with Missing Data Karthika Mohan, Judea Pearl

AISTATS 2014 Random Bayesian Networks with Bounded Indegree Eunice Yuh-Jie Chen, Judea Pearl

AAAI 2014 Recovering from Selection Bias in Causal and Statistical Inference Elias Bareinboim, Jin Tian, Judea Pearl

AAAI 2014 Testable Implications of Linear Structural Equation Models Bryant Chen, Jin Tian, Judea Pearl

NeurIPS 2014 Transportability from Multiple Environments with Limited Experiments: Completeness Results Elias Bareinboim, Judea Pearl

AISTATS 2013 A Simple Criterion for Controlling Selection Bias Eunice Yuh-Jie Chen, Judea Pearl

AAAI 2013 Causal Transportability with Limited Experiments Elias Bareinboim, Judea Pearl

NeurIPS 2013 Graphical Models for Inference with Missing Data Karthika Mohan, Judea Pearl, Jin Tian

AISTATS 2013 Meta-Transportability of Causal Effects: A Formal Approach Elias Bareinboim, Judea Pearl

NeurIPS 2013 Transportability from Multiple Environments with Limited Experiments Elias Bareinboim, Sanghack Lee, Vasant Honavar, Judea Pearl

UAI 2012 Causal Inference by Surrogate Experiments: Z-Identifiability Elias Bareinboim, Judea Pearl

AISTATS 2012 Controlling Selection Bias in Causal Inference Elias Bareinboim, Judea Pearl

UAI 2012 The Do-Calculus Revisited Judea Pearl

AAAI 2012 Transportability of Causal Effects: Completeness Results Elias Bareinboim, Judea Pearl

AAAI 2011 Controlling Selection Bias in Causal Inference Elias Bareinboim, Judea Pearl

AAAI 2011 Transportability of Causal and Statistical Relations: A Formal Approach Judea Pearl, Elias Bareinboim

UAI 2010 Confounding Equivalence in Causal Inference Judea Pearl, Azaria Paz

UAI 2010 On Measurement Bias in Causal Inference Judea Pearl

UAI 2010 On a Class of Bias-Amplifying Variables That Endanger Effect Estimates Judea Pearl

UAI 2009 Effects of Treatment on the Treated: Identification and Generalization Ilya Shpitser, Judea Pearl

JMLR 2008 Complete Identification Methods for the Causal Hierarchy Ilya Shpitser, Judea Pearl

AAAI 2008 Dormant Independence Ilya Shpitser, Judea Pearl

UAI 2007 What Counterfactuals Can Be Tested Ilya Shpitser, Judea Pearl

AAAI 2006 A Characterization of Interventional Distributions in Semi-Markovian Causal Models Jin Tian, Changsung Kang, Judea Pearl

UAI 2006 Graphical Condition for Identification in Recursive SEM Carlos Brito, Judea Pearl

UAI 2006 Identification of Conditional Interventional Distributions Ilya Shpitser, Judea Pearl

AAAI 2006 Identification of Joint Interventional Distributions in Recursive Semi-Markovian Causal Models Ilya Shpitser, Judea Pearl

IJCAI 2005 Identifiability of Path-Specific Effects Chen Avin, Ilya Shpitser, Judea Pearl

UAI 2004 Robustness of Causal Claims Judea Pearl

AAAI 2002 A General Identification Condition for Causal Effects Jin Tian, Judea Pearl

AAAI 2002 A Graphical Criterion for the Identification of Causal Effects in Linear Models Carlos Brito, Judea Pearl

AAAI 2002 A New Characterization of the Experimental Implications of Causal Bayesian Networks Jin Tian, Judea Pearl

UAI 2002 Generalized Instrumental Variables Carlos Brito, Judea Pearl

UAI 2002 On the Testable Implications of Causal Models with Hidden Variables Jin Tian, Judea Pearl

UAI 2002 Qualitative MDPs and POMDPs: An Order-of-Magnitude Approximation Blai Bonet, Judea Pearl

UAI 2001 Causal Discovery from Changes Jin Tian, Judea Pearl

IJCAI 2001 Causes and Explanations: A Structural-Model Approach - Part II: Explanations Joseph Y. Halpern, Judea Pearl

UAI 2001 Causes and Explanations: A Structural-Model Approach: Part 1: Causes Joseph Y. Halpern, Judea Pearl

UAI 2001 Direct and Indirect Effects Judea Pearl

UAI 2000 Probabilities of Causation: Bounds and Identification Jin Tian, Judea Pearl

IJCAI 1999 Reasoning with Cause and Effect Judea Pearl

AAAI 1996 A Clinician's Tool for Analyzing Non-Compliance David Maxwell Chickering, Judea Pearl

UAI 1996 Identifying Independencies in Causal Graphs with Feedback Judea Pearl, Rina Dechter

JAIR 1996 Logarithmic-Time Updates and Queries in Probabilistic Networks Arthur L. Delcher, Adam J. Grove, Simon Kasif, Judea Pearl

AISTATS 1995 A Causal Calculus for Statistical Research Judea Pearl

UAI 1995 Counterfactuals and Policy Analysis in Structural Models Alexander Balke, Judea Pearl

UAI 1995 Logarithmic-Time Updates and Queries in Probabilistic Networks Arthur L. Delcher, Adam J. Grove, Simon Kasif, Judea Pearl

UAI 1995 On the Testability of Causal Models with Latent and Instrumental Variables Judea Pearl

UAI 1995 Probabilistic Evaluation of Sequential Plans from Causal Models with Hidden Variables Judea Pearl, James M. Robins

IJCAI 1995 Specificity and Inheritance in Default Reasoning Sek-Wah Tan, Judea Pearl

UAI 1995 Testing Identifiability of Causal Effects David Galles, Judea Pearl

UAI 1994 A Probabilistic Calculus of Actions Judea Pearl

UAI 1994 Counterfactual Probabilities: Computational Methods, Bounds and Applications Alexander Balke, Judea Pearl

UAI 1994 On Testing Whether an Embedded Bayesian Network Represents a Probability Model Dan Geiger, Azaria Paz, Judea Pearl

AAAI 1994 Probabilistic Evaluation of Counterfactual Queries Alexander Balke, Judea Pearl

AAAI 1994 Qualitative Decision Theory Sek-Wah Tan, Judea Pearl

AAAI 1994 Symbolic Causal Networks Adnan Darwiche, Judea Pearl

UAI 1993 Deciding Morality of Graphs Is NP-Complete Thomas Verma, Judea Pearl

UAI 1993 From Conditional Oughts to Qualitative Decision Theory Judea Pearl

UAI 1992 An Algorithm for Deciding if a Set of Observed Independencies Has a Causal Explanation Thomas Verma, Judea Pearl

UAI 1992 Reasoning with Qualitative Probabilities Can Be Tractable Moisés Goldszmidt, Judea Pearl

IJCAI 1991 Directed Constraint Networks: A Relational Framework for Causal Modeling Rina Dechter, Judea Pearl

AAAI 1991 System-Z+: A Formalism for Reasoning with Variable-Strength Defaults Moisés Goldszmidt, Judea Pearl

AAAI 1990 A Maximum Entropy Approach to Nonmonotonic Reasoning Moisés Goldszmidt, Paul H. Morris, Judea Pearl

UAI 1990 Equivalence and Synthesis of Causal Models Thomas Verma, Judea Pearl

AAAI 1990 Learning Causal Trees from Dependence Information Dan Geiger, Azaria Paz, Judea Pearl

AAAI 1990 Tree Decomposition with Applications to Constraint Processing Itay Meiri, Judea Pearl, Rina Dechter

COLT 1989 Learning Structure from Data: A Survey Judea Pearl, Rina Dechter

AAAI 1988 Tree-Clustering Schemes for Constraint-Processing Rina Dechter, Judea Pearl

IJCAI 1987 An Improved Constraint-Propagation Algorithm for Diagnosis Hector Geffner, Judea Pearl

AAAI 1987 Embracing Causality in Formal Reasoning Judea Pearl

UAI 1987 Structuring Causal Tree Models with Continuous Variables Lei Xu, Judea Pearl

AAAI 1987 The Logic of Representing Dependencies by Directed Graphs Judea Pearl, Thomas Verma

UAI 1987 The Recovery of Causal Poly-Trees from Statistical Data George Rebane, Judea Pearl

AAAI 1986 Comprehension-Driven Generation of Meta-Technical Utterances in Math Tutoring Ingrid Zukerman, Judea Pearl

UAI 1986 Distributedrevision of Belief Commitment in Composite Explanations Judea Pearl

AAAI 1986 On the Logic of Probabilistic Dependencies Judea Pearl

UAI 1985 A Constraint-Propagation Approach to Probabilistic Reasoning Judea Pearl

IJCAI 1985 Learning Hidden Causes from Empirical Data Judea Pearl

IJCAI 1985 The Anatomy of Easy Problems: A Constraint-Satisfaction Formulation Rina Dechter, Judea Pearl

IJCAI 1983 A Computational Model for Causal and Diagnostic Reasoning in Inference Systems Jin H. Kim, Judea Pearl

AAAI 1983 The Optimality of A* Revisited Rina Dechter, Judea Pearl

AAAI 1982 Reverend Bayes on Inference Engines: A Distributed Hierarchical Approach Judea Pearl

IJCAI 1981 Heuristic Search Theory: Survey of Recent Results Judea Pearl

AAAI 1980 SCOUT: A Simple Game-Searching Algorithm with Proven Optimal Properties Judea Pearl

IJCAI 1977 An Interactive Program for Conversational Elecitation of Decision Structures Antonio Leal, Judea Pearl

IJCAI 1975 On the Storage Economy of Error-Tolerating Question-Answering Systems Judea Pearl