List of works - Judea Pearl

A General Algorithm for Deciding Transportability of Experimental Results

A Linear “Microscope” for Interventions and Counterfactuals

scientific article published in 2017

AI's greatest trends and controversies

scientific article (publication date: 2000)

An introduction to causal inference

scientific article published on 26 February 2010

Asymptotic properties of minimax trees and game-searching procedures

Axioms and algorithms for inferences involving probabilistic independence

scientific article published in 1991

Axioms of causal relevance

scientific article published in 1997

Bandits with Unobserved Confounders: A Causal Approach ⬇️

Bounds on Treatment Effects from Studies with Imperfect Compliance

Bounds on direct effects in the presence of confounded intermediate variables

scientific article published on 5 December 2007

Causal diagrams for epidemiologic research

scientific article published on 01 January 1999

Causal inference and the data-fusion problem

scientific article

Causal inference from indirect experiments

scientific article published in December 1995

Causal inference in statistics: An overview

scientific article (publication date: 2009)

Causality

work by Judea Pearl

Causality: Models, Reasoning and Inference

2000 edition

Causality: Models, Reasoning and Inference

2nd edition

Causation and decision: On Dawid’s “Decision theoretic foundation of statistical causality”

scientific article published in 2022

Challenging the hegemony of randomized controlled trials: A commentary on Deaton and Cartwright

scientific article published in 2018

Comment on Ding and Miratrix: “To Adjust or Not to Adjust?”

scientific article published in 2015

Comment on ‘Causal inference, probability theory, and graphical insights’ by Stuart G. Baker

scientific article published on November 2013

Comment: Understanding Simpson’s Paradox

article published in 2014

Comments on: The tale wagged by the DAG

scientific article published on 01 June 2018

Conditioning on Post-treatment Variables

scientific article published in 2015

Confounding Equivalence in Causal Inference

scientific article published in 2014

Confounding and Collapsibility in Causal Inference

article published in 1999

Discussion on "surrogate measures and consistent surrogates".

scientific article

Does Obesity Shorten Life? Or is it the Soda? On Non-manipulable Causes

scholarly article

Eight Myths About Causality and Structural Equation Models

article published in 2013

Erratum to Is Scientific Knowledge Useful for Policy Analysis? A Peculiar Theorem Says: No [J Causal Inference DOI: ]

scientific article published in 2014

External Validity: From Do-Calculus to Transportability Across Populations ⬇️

Fusion, propagation, and structuring in belief networks

scientific article published in September 1986

Generalized best-first search strategies and the optimality af A*

article by Rina Dechter & Judea Pearl published 1 July 1985 in Journal of the ACM

Generalizing Experimental Findings

scientific article published in 2015

Generalizing experimental results by leveraging knowledge of mechanisms

scientific article published on 18 October 2020

Graphical Models for Inference with Missing Data ⬇️

scientific article published in January 2013

Graphical Models for Recovering Probabilistic and Causal Queries from Missing Data ⬇️

scientific article published in January 2014

Graphical models, potential outcomes and causal inference: Comment on Linquist and Sobel ⬇️

scientific article published on June 14, 2011

Graphoids over Counterfactuals

scientific article published in 2014

In Defense of Merit in Science

scientific article published on 28 April 2023

Influence Diagrams—Historical and Personal Perspectives

Interpretation and identification of causal mediation

scientific article

Invited Commentary: Understanding Bias Amplification ⬇️

scientific article published on October 27, 2011

Is Scientific Knowledge Useful for Policy Analysis? A Peculiar Theorem Says: No

scientific article published in 2014

Linear Models: A Useful “Microscope” for Causal Analysis

scientific article published in 2013

Logical and Algorithmic Properties of Conditional Independence and Graphical Models

article

Lord’s Paradox Revisited – (Oh Lord! Kumbaya!)

article by Judea Pearl published 1 January 2016 in Journal of causal inference

Note on ''Generalizability of Study Results''

scientific article published on 01 March 2019

On probability intervals

On the Interpretation of do(x)do(x)

scientific article published in 2019

On the consistency rule in causal inference: axiom, definition, assumption, or theorem?

scientific article published in November 2010

On the utility of causal diagrams in modeling attrition: a practical example

scientific article published on 09 August 2018

Personalized decision making – A conceptual introduction

scientific article published in 2023

Physical and Metaphysical Counterfactuals: Evaluating Disjunctive Actions

scientific article published in 2017

Preface to the ACM TIST Special Issue on Causal Discovery and Inference

Principal Stratification -- a Goal or a Tool? ⬇️

scientific article published on March 30, 2011

Qualitative probabilities for default reasoning, belief revision, and causal modeling ⬇️

scholarly article

Radical empiricism and machine learning research

scientific article published in 2021

Reasoning with belief functions: An analysis of compatibility

article

Remarks on the method of propensity score

scientific article published in April 2009

Reply to commentary by Imai, Keele, Tingley, and Yamamoto concerning causal mediation analysis

scientific article published in December 2014

SCOUT: a simple game-searching algorithm with proven optimal properties

English-language non-fiction book

Search Techniques

scholarly article published in 1987

Statistics and Causality: Separated to Reunite-Commentary on Bryan Dowd's “Separated at Birth” ⬇️

scientific article published on February 9, 2011

Structural counterfactuals: a brief introduction

scientific article

Studies in Semi-Admissible Heuristics

Sufficient Causes: On Oxygen, Matches, and Fires ⬇️

scholarly article

TRYGVE HAAVELMO AND THE EMERGENCE OF CAUSAL CALCULUS

The Book of Why

book by Judea Pearl and Dana Mackenzie

The Causal Mediation Formula—A Guide to the Assessment of Pathways and Mechanisms ⬇️

scientific article published on August 1, 2012

The Curse of Free-Will and the Paradox of Inevitable Regret

scientific article published in 2013

The Deductive Approach to Causal Inference

scientific article published in 2014

The Sure-Thing Principle

scientific article published in 2016

The seven tools of causal inference, with reflections on machine learning

scholarly article

The solution for the branching factor of the alpha-beta pruning algorithm and its optimality

Transportability from Multiple Environments with Limited Experiments ⬇️

scientific article published in January 2013

Transportability from Multiple Environments with Limited Experiments: Completeness Results ⬇️

scientific article published in January 2014

What is Gained from Past Learning

scholarly article published in March 2018

[Bayesian Analysis in Expert Systems]: Comment: Graphical Models, Causality and Intervention

article

List of works by Judea Pearl

A General Algorithm for Deciding Transportability of Experimental Results

A Linear “Microscope” for Interventions and Counterfactuals

AI's greatest trends and controversies

An introduction to causal inference

Asymptotic properties of minimax trees and game-searching procedures

Axioms and algorithms for inferences involving probabilistic independence

Axioms of causal relevance

Bandits with Unobserved Confounders: A Causal Approach ⬇️

Bounds on Treatment Effects from Studies with Imperfect Compliance

Bounds on direct effects in the presence of confounded intermediate variables

Causal diagrams for epidemiologic research

Causal inference and the data-fusion problem

Causal inference from indirect experiments

Causal inference in statistics: An overview

Causality

Causality: Models, Reasoning and Inference

Causality: Models, Reasoning and Inference

Causation and decision: On Dawid’s “Decision theoretic foundation of statistical causality”

Challenging the hegemony of randomized controlled trials: A commentary on Deaton and Cartwright

Comment on Ding and Miratrix: “To Adjust or Not to Adjust?”

Comment on ‘Causal inference, probability theory, and graphical insights’ by Stuart G. Baker

Comment: Understanding Simpson’s Paradox

Comments on: The tale wagged by the DAG

Conditioning on Post-treatment Variables

Confounding Equivalence in Causal Inference

Confounding and Collapsibility in Causal Inference

Discussion on "surrogate measures and consistent surrogates".

Does Obesity Shorten Life? Or is it the Soda? On Non-manipulable Causes

Eight Myths About Causality and Structural Equation Models

Erratum to Is Scientific Knowledge Useful for Policy Analysis? A Peculiar Theorem Says: No [J Causal Inference DOI: ]

External Validity: From Do-Calculus to Transportability Across Populations ⬇️

Fusion, propagation, and structuring in belief networks

Generalized best-first search strategies and the optimality af A*

Generalizing Experimental Findings

Generalizing experimental results by leveraging knowledge of mechanisms

Graphical Models for Inference with Missing Data ⬇️

Graphical Models for Recovering Probabilistic and Causal Queries from Missing Data ⬇️

Graphical models, potential outcomes and causal inference: Comment on Linquist and Sobel ⬇️

Graphoids over Counterfactuals

In Defense of Merit in Science

Influence Diagrams—Historical and Personal Perspectives

Interpretation and identification of causal mediation

Invited Commentary: Understanding Bias Amplification ⬇️

Is Scientific Knowledge Useful for Policy Analysis? A Peculiar Theorem Says: No

Linear Models: A Useful “Microscope” for Causal Analysis

Logical and Algorithmic Properties of Conditional Independence and Graphical Models

Lord’s Paradox Revisited – (Oh Lord! Kumbaya!)

Note on ''Generalizability of Study Results''

On probability intervals

On the Interpretation of do(x)do(x)

On the consistency rule in causal inference: axiom, definition, assumption, or theorem?

On the utility of causal diagrams in modeling attrition: a practical example

Personalized decision making – A conceptual introduction

Physical and Metaphysical Counterfactuals: Evaluating Disjunctive Actions

Preface to the ACM TIST Special Issue on Causal Discovery and Inference

Principal Stratification -- a Goal or a Tool? ⬇️

Qualitative probabilities for default reasoning, belief revision, and causal modeling ⬇️

Radical empiricism and machine learning research

Reasoning with belief functions: An analysis of compatibility

Remarks on the method of propensity score

Reply to commentary by Imai, Keele, Tingley, and Yamamoto concerning causal mediation analysis

SCOUT: a simple game-searching algorithm with proven optimal properties

Search Techniques

Statistics and Causality: Separated to Reunite-Commentary on Bryan Dowd's “Separated at Birth” ⬇️

Structural counterfactuals: a brief introduction

Studies in Semi-Admissible Heuristics

Sufficient Causes: On Oxygen, Matches, and Fires ⬇️

TRYGVE HAAVELMO AND THE EMERGENCE OF CAUSAL CALCULUS

The Book of Why

The Causal Mediation Formula—A Guide to the Assessment of Pathways and Mechanisms ⬇️

The Curse of Free-Will and the Paradox of Inevitable Regret

The Deductive Approach to Causal Inference

The Sure-Thing Principle

The seven tools of causal inference, with reflections on machine learning

The solution for the branching factor of the alpha-beta pruning algorithm and its optimality

Transportability from Multiple Environments with Limited Experiments ⬇️

Transportability from Multiple Environments with Limited Experiments: Completeness Results ⬇️

What is Gained from Past Learning

[Bayesian Analysis in Expert Systems]: Comment: Graphical Models, Causality and Intervention