Probabilistic and causal inference : the works of Judea Pearl /
"Professor Judea Pearl won the 2011 Turing Award 'for fundamental contributions to artificial intelligence through the development of a calculus for probabilistic and causal reasoning.' This book contains the original articles that led to the award, as well as other seminal works, div...
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| Other Authors: | , , , |
| Format: | Electronic eBook |
| Language: | English |
| Published: |
[New York, NY, USA] :
Association for Computing Machinery,
2022
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| Edition: | First edition. |
| Series: | ACM books ;
#36. |
| Subjects: | |
| Local Note: | ProQuest Ebook Central |
Table of Contents:
- Part I. Introduction. Biography of Judea Pearl by Stuart J. Russell 3
- Turing Award Lecture
- Interview by Martin Ford
- An Interview with Ron Wassertein on How The Book of Why
- Selected Annotated Bibliography by Judea Pearl. Search and Heuristics ; Bayesian Networks ; Causality ; Causal, Casual, and Curious.
- part II. Heuristics. Asymptotic Properties of Minimax Trees and Game-Searching / Judea Pearl
- The Solution for the Branching Factor of the Alpha-Beta Pruning Algorithm and its Optimality / Judea Pearl
- On the Discovery and Generation of Certain Heuristics / Judea Pearl.
- part III. Probabilities. Reverend Bayes on Inference Engines : A Distributed Hierarchical Approach
- Fusion, Propagation, and Structuring in Belief Networks / Judea Pearl
- Fusion, Propagation, and Structuring in Belief Networks / Judea Pearl
- GRAPHOIDS: Graph-Based Logic for Reasoning about Relevance Relations Or When Would x Tell You More about y If You Already Know z? / Judea Pearl and Azaria Paz
- System Z: A Natural Ordering of Defaults with Tractable Applications to Nonmonotonic Reasoning / Judea Pearl.
- part IV. Causality 1988-2001. Equivalence and Synthesis of Causal Models / TS Verma and Judea Pearl
- Probabilistic Evaluation of Counterfactual Queries / Alexander Balke and Judea Pearl
- Causal Diagrams for Empirical Research (With Discussions) / Judea Pearl
- Probabilities of Causation : Three Counterfactual Interpretations and Their Identification / Judea Pearl
- Direct and Indirect Effects / Judea Pearl.
- part V. Causality 2002-2020. Comment : Understanding Simpson's Paradox / Judea Pearl
- Graphical Models for Recovering Probabilistic and Causal Queries from Missing Data / Karthika Mohan and Judea Pearl
- Recovering from Selection Bias in Causal and Statistical Inference / Elias Bareinboim, Jin Tian and Judea Pearl
- External Validity : From Do-Calculus to Transportability Across Populations / Judea Pearl and Elias Bareinboim
- Detecting Latent Heterogeneity / Judea Pearl.
- part VI. Contributed articles. On Pearl's Hierarchy and the Foundations of Causal Inference / Elias Bareinboim, Juan D. Correa, Duligur Ibeling and Thomas Icard
- The Tale Wags the DAG / Philip Dawid
- Instrumental Variables with Treatment-induced Selection : Exact Bias Results / Felix Elwert and Elan Segarra
- Causal Models and Cognitive Development / Alison Gopnik
- The Causal Foundations of Applied Probability and Statistics / Sander Greenland
- Pearl on Actual Causation / Christopher Hitchcock
- Causal Diagram and Social Science Research / Kosuke Imai
- Causal Graphs for Missing Data : A Gentle Introduction / Karthika Mohan
- A Note of Appreciation / Azaria Paz
- Causal Models for Dynamical Systems / Jonas Peters, Stefan Bauer and Niklas Pfister
- Probabilistic Programming Languages : Independent Choices and Deterministic Systems / David Poole and Frank Wood
- An Interventionist Approach to Mediation Analysis / James M. Robins, Thomas S. Richardson and Ilya Shpitser
- Causality for Machine Learning / Bernhard Schölkopf
- Why Did They Do That? / Ross Shachter and David Heckerman
- Multivariate Counterfactual Systems and Causal Graphical Models / Ilya Shpitser, Thomas S. Richardson and James M. Robins
- Causal Bayes Nets as Psychological Theory / Steven A. Sloman
- Causation : Objective or Subjective? / Wolfgang Spohn.
