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: | eBook |
| Language: | English |
| Published: |
[New York, NY, USA] :
Association for Computing Machinery,
[2022]
|
| Edition: | First edition. |
| Series: | ACM books ;
#36. |
| Subjects: | |
| ISBN: | 9781450395892 9781450395885 9781450395878 9781450395861 |
| Physical Description: | 1 online zdroj (xxviii, 916 stran) : ilustrace |
Cover
Table of contents
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| 245 | 0 | 0 | |a Probabilistic and causal inference : |b the works of Judea Pearl / |c Hector Geffner, editor, ICREA and Universität Pompeu Fabra, Rina Dechter, editor, University of California, Irvine, Joseph Y. Halpern, editor, Cornell University. |
| 250 | |a First edition. | ||
| 264 | 1 | |a [New York, NY, USA] : |b Association for Computing Machinery, |c [2022] | |
| 264 | 4 | |c ©2022 | |
| 300 | |a 1 online zdroj (xxviii, 916 stran) : |b ilustrace | ||
| 336 | |a text |b txt |2 rdacontent | ||
| 337 | |a počítač |b c |2 rdamedia | ||
| 338 | |a online zdroj |b cr |2 rdacarrier | ||
| 490 | 1 | |a ACM books ; |v #36, |x 2374-6777 | |
| 504 | |a Obsahuje bibliografické odkazy a index. | ||
| 505 | 0 | |a 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. | |
| 505 | 0 | 0 | |g part II. |g Heuristics. |t Asymptotic Properties of Minimax Trees and Game-Searching / |r Judea Pearl -- |t The Solution for the Branching Factor of the Alpha-Beta Pruning Algorithm and its Optimality / |r Judea Pearl -- |t On the Discovery and Generation of Certain Heuristics / |r Judea Pearl. |
| 505 | 0 | 0 | |g part III. |g Probabilities. |t Reverend Bayes on Inference Engines : A Distributed Hierarchical Approach -- |t Fusion, Propagation, and Structuring in Belief Networks / |r Judea Pearl -- |t Fusion, Propagation, and Structuring in Belief Networks / |r Judea Pearl -- |t GRAPHOIDS: Graph-Based Logic for Reasoning about Relevance Relations Or When Would x Tell You More about y If You Already Know z? / |r Judea Pearl and Azaria Paz -- |t System Z: A Natural Ordering of Defaults with Tractable Applications to Nonmonotonic Reasoning / |r Judea Pearl. |
| 505 | 0 | 0 | |g part IV. |g Causality 1988-2001. |t Equivalence and Synthesis of Causal Models / |r TS Verma and Judea Pearl -- |t Probabilistic Evaluation of Counterfactual Queries / |r Alexander Balke and Judea Pearl -- |t Causal Diagrams for Empirical Research (With Discussions) / |r Judea Pearl -- |t Probabilities of Causation : Three Counterfactual Interpretations and Their Identification / |r Judea Pearl -- |t Direct and Indirect Effects / |r Judea Pearl. |
| 505 | 0 | 0 | |g part V. |g Causality 2002-2020. |t Comment : Understanding Simpson's Paradox / |r Judea Pearl -- |t Graphical Models for Recovering Probabilistic and Causal Queries from Missing Data / |r Karthika Mohan and Judea Pearl -- |t Recovering from Selection Bias in Causal and Statistical Inference / |r Elias Bareinboim, Jin Tian and Judea Pearl -- |t External Validity : From Do-Calculus to Transportability Across Populations / |r Judea Pearl and Elias Bareinboim -- |t Detecting Latent Heterogeneity / |r Judea Pearl. |
| 505 | 0 | 0 | |g part VI. |g Contributed articles. |t On Pearl's Hierarchy and the Foundations of Causal Inference / |r Elias Bareinboim, Juan D. Correa, Duligur Ibeling and Thomas Icard -- |t The Tale Wags the DAG / |r Philip Dawid -- |t Instrumental Variables with Treatment-induced Selection : Exact Bias Results / |r Felix Elwert and Elan Segarra -- |t Causal Models and Cognitive Development / |r Alison Gopnik -- |t The Causal Foundations of Applied Probability and Statistics / |r Sander Greenland -- |t Pearl on Actual Causation / |r Christopher Hitchcock -- |t Causal Diagram and Social Science Research / |r Kosuke Imai -- |t Causal Graphs for Missing Data : A Gentle Introduction / |r Karthika Mohan -- |t A Note of Appreciation / |r Azaria Paz -- |t Causal Models for Dynamical Systems / |r Jonas Peters, Stefan Bauer and Niklas Pfister -- |t Probabilistic Programming Languages : Independent Choices and Deterministic Systems / |r David Poole and Frank Wood -- |t An Interventionist Approach to Mediation Analysis / |r James M. Robins, Thomas S. Richardson and Ilya Shpitser -- |t Causality for Machine Learning / |r Bernhard Schölkopf -- |t Why Did They Do That? / |r Ross Shachter and David Heckerman -- |t Multivariate Counterfactual Systems and Causal Graphical Models / |r Ilya Shpitser, Thomas S. Richardson and James M. Robins -- |t Causal Bayes Nets as Psychological Theory / |r Steven A. Sloman -- |t Causation : Objective or Subjective? / |r Wolfgang Spohn. |
| 506 | |a Plný text je dostupný pouze z IP adres počítačů Univerzity Tomáše Bati ve Zlíně nebo vzdáleným přístupem pro zaměstnance a studenty | ||
| 520 | |a "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, divided into four parts: heuristic search, probabilistic reasoning, causality, first period (1988-2001), and causality, recent period (2002-2020). Each of these parts starts with an introduction written by Judea Pearl. The volume also contains original, contributed articles by leading researchers that analyze, extend, or assess the influence of Pearl's work in different fields: from AI, Machine Learning, and Statistics to Cognitive Science, Philosophy, and the Social Sciences. The first part of the volume includes a biography, a transcript of his Turing Award Lecture, two interviews, and a selected bibliography annotated by him." |c Publisher | ||
| 600 | 1 | 0 | |a Pearl, Judea. |
| 650 | 0 | |a Artificial intelligence. | |
| 650 | 0 | |a Causation. | |
| 650 | 0 | |a Probabilities. | |
| 655 | 7 | |a elektronické knihy |7 fd186907 |2 czenas | |
| 655 | 9 | |a electronic books |2 eczenas | |
| 700 | 1 | |a Geffner, Hector, |e editor. | |
| 700 | 1 | |a Dechter, Rina, |d 1950- |e editor. | |
| 700 | 1 | |a Halpern, Joseph Y., |d 1953- |e editor. | |
| 700 | 1 | |a Pearl, Judea, |e honouree. | |
| 776 | 0 | 8 | |i Print version: |t Probabilistic and causal inference. |b First Edition |z 9781450395878 |w (OCoLC)1310845944 |
| 830 | 0 | |a ACM books ; |v #36. |x 2374-6777 | |
| 856 | 4 | 0 | |u https://proxy.k.utb.cz/login?url=https://dl.acm.org/doi/book/10.1145/3501714 |y Plný text |
| 992 | |c EBOOK-TN |c ACM | ||
| 999 | |c 108513 |d 108513 | ||
| 993 | |x NEPOSILAT |y EIZ | ||
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