Difference between revisions of "Judea Pearl"

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[[FILE:Judea Pearl at NIPS 2013 (11781981594).jpg|border|right|thumb| Judea Pearl <ref>[https://www.flickr.com/photos/slurm/11781981594/ Judea Pearl at NIPS 2013] by [https://www.flickr.com/people/39057810@N00 Better Than Bacon],  December 06, 2013, [[https://en.wikipedia.org/wiki/Wikimedia_Commons Wikimedia Commons]]</ref> ]]  
 
[[FILE:Judea Pearl at NIPS 2013 (11781981594).jpg|border|right|thumb| Judea Pearl <ref>[https://www.flickr.com/photos/slurm/11781981594/ Judea Pearl at NIPS 2013] by [https://www.flickr.com/people/39057810@N00 Better Than Bacon],  December 06, 2013, [[https://en.wikipedia.org/wiki/Wikimedia_Commons Wikimedia Commons]]</ref> ]]  
  
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'''Judea Pearl''',
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'''Judea Pearl''',<br/>
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an an Israeli American computer scientist and pioneer in [[Artificial Intelligence|artificial intelligence]], professor of computer science at the ''Cognitive Systems Laboratory'' of the [https://en.wikipedia.org/wiki/University_of_California%2C_Los_Angeles University of California, Los Angeles] (UCLA). Judea Pearl is known for developing the probabilistic approach to artificial intelligence and for the formalization of [https://en.wikipedia.org/wiki/Causality causal reasoning] <ref>[http://bayes.cs.ucla.edu/BOOK-99/book-toc.html CAUSALITY by Judea Pearl] (ebook)</ref> .
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an Israeli American computer scientist and pioneer in [[Artificial Intelligence|artificial intelligence]], professor of computer science at the ''Cognitive Systems Laboratory'' of the [https://en.wikipedia.org/wiki/University_of_California%2C_Los_Angeles University of California, Los Angeles] (UCLA). Judea Pearl is known for developing the [https://en.wikipedia.org/wiki/Probabilistic_logic probabilistic approach] to artificial intelligence and for the formalization of [https://en.wikipedia.org/wiki/Causality causal reasoning] <ref>[http://bayes.cs.ucla.edu/BOOK-99/book-toc.html CAUSALITY by Judea Pearl] (ebook)</ref> .
  
 
=Scout=
 
=Scout=
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* [[Judea Pearl]] ('''1982'''). ''[https://www.semanticscholar.org/paper/The-Solution-for-the-Branching-Factor-of-the-and-Pearl/08ca17978c8d5d56e88e33b90217f4ec8f37b35a The Solution for the Branching Factor of the Alpha-Beta Pruning Algorithm and its Optimality]'' [[ACM#Communications|Communications of the ACM]], Vol. 25, No. 8, [https://link.springer.com/content/pdf/10.1007/3-540-10843-2_41.pdf pdf]
 
* [[Judea Pearl]] ('''1982'''). ''[https://www.semanticscholar.org/paper/The-Solution-for-the-Branching-Factor-of-the-and-Pearl/08ca17978c8d5d56e88e33b90217f4ec8f37b35a The Solution for the Branching Factor of the Alpha-Beta Pruning Algorithm and its Optimality]'' [[ACM#Communications|Communications of the ACM]], Vol. 25, No. 8, [https://link.springer.com/content/pdf/10.1007/3-540-10843-2_41.pdf pdf]
 
* [[Judea Pearl]] ('''1983'''). ''Game-Searching Theory: Survey of Recent Results''. [https://www.amazon.com/Bramer-Computer-Game-Playing-Practice/dp/0853124884 Computer Game-Playing] (ed. [[Max Bramer]])
 
* [[Judea Pearl]] ('''1983'''). ''Game-Searching Theory: Survey of Recent Results''. [https://www.amazon.com/Bramer-Computer-Game-Playing-Practice/dp/0853124884 Computer Game-Playing] (ed. [[Max Bramer]])
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* [[Judea Pearl]] ('''1983'''). ''On the Nature of Pathology in Game Searching''. Artificial Intelligence 20, pp. 427-453.
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* [[Judea Pearl]] ('''1983'''). ''On the Nature of Pathology in Game Searching''. [https://en.wikipedia.org/wiki/Artificial_Intelligence_(journal) Artificial Intelligence], Vol. 20
 
* [[Igor Roizen]], [[Judea Pearl]] ('''1983'''). ''A Minimax Algorithm Better than Alpha-Beta? Yes and No''. [https://en.wikipedia.org/wiki/Artificial_Intelligence_(journal) Artificial Intelligence], Vol. 21
 
* [[Igor Roizen]], [[Judea Pearl]] ('''1983'''). ''A Minimax Algorithm Better than Alpha-Beta? Yes and No''. [https://en.wikipedia.org/wiki/Artificial_Intelligence_(journal) Artificial Intelligence], Vol. 21
 
* [[Igor Roizen]], [[Judea Pearl]] ('''1983'''). ''The Average Performance of Three Game-Searching Algorithms''. UCLA Cognitive Systems Laboratory Technical Report (R-40).
 
* [[Igor Roizen]], [[Judea Pearl]] ('''1983'''). ''The Average Performance of Three Game-Searching Algorithms''. UCLA Cognitive Systems Laboratory Technical Report (R-40).
 
* [[Judea Pearl]] ('''1984'''). ''Heuristics: Intelligent Search Strategies for Computer Problem Solving''. [https://en.wikipedia.org/wiki/Addison-Wesley Addison-Wesley]
 
* [[Judea Pearl]] ('''1984'''). ''Heuristics: Intelligent Search Strategies for Computer Problem Solving''. [https://en.wikipedia.org/wiki/Addison-Wesley Addison-Wesley]
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* [[Judea Pearl]], [[Azaria Paz]] ('''1985'''). ''GRAPHOIDS: A Graph-Based Logic for Reasoning about Relevance Relations, or When would x tell you more about y if you already know z.'' UCLA Computer Science Department
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* [[Judea Pearl]] ('''1984'''). ''[https://www.computer.org/csdl/trans/tp/1984/01/04767470.pdf Some Recent Results in Heuristic Search Theory]''. [[IEEE#TPAMI|Transactions on Pattern Analysis and Machine Intelligence]], Vol. 6, No. 1
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* [[Igor Roizen]], [[Judea Pearl]] ('''1986, 2013'''). ''Learning Link Probabilities in Causal Trees.'' UAI 1986, [https://arxiv.org/abs/1304.3103 arXiv:1304.3103]
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* [[Judea Pearl]], [[Mathematician#APaz|Azaria Paz]] ('''1985'''). ''GRAPHOIDS: A Graph-Based Logic for Reasoning about Relevance Relations, or When would x tell you more about y if you already know z.'' UCLA Computer Science Department
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* [[Judea Pearl]], [[Azaria Paz]] ('''1987'''). ''A graph based logic for reasoning about relevance relations''. Advances in Artificial Intelligence II
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* [[Igor Roizen]], [[Judea Pearl]] ('''1985, 2013'''). ''Learning Link Probabilities in Causal Trees.'' [[Laveen Kanal#Uncertainty AI 1|Uncertainty in Artificial Intelligence 1]], [https://arxiv.org/abs/1304.3103 arXiv:1304.3103]
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* [[Judea Pearl]], [[Dan Geiger]], [[Thomas Verma]] ('''1989'''). ''Conditional independence and its representations.'' [https://dblp1.uni-trier.de/db/journals/kybernetika/kybernetika25.html Kybernetica, Vol. 25]
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* [[Judea Pearl]], [[Mathematician#APaz|Azaria Paz]] ('''1987'''). ''A graph based logic for reasoning about relevance relations''. Advances in Artificial Intelligence II
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* [[Judea Pearl]], [[Mathematician#DGeiger|Dan Geiger]], [[Thomas Verma]] ('''1989'''). ''Conditional independence and its representations.'' [https://dblp1.uni-trier.de/db/journals/kybernetika/kybernetika25.html Kybernetica, Vol. 25]
 
==1990 ...==  
 
==1990 ...==  
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* [[Dan Geiger]], [[Thomas Verma]], [[Judea Pearl]] ('''1990'''). ''Identifying independence in Bayesian networks''. Networks, Vol. 20
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* [[Mathematician#DGeiger|Dan Geiger]], [[Thomas Verma]], [[Judea Pearl]] ('''1990'''). ''Identifying independence in Bayesian networks''. Networks, Vol. 20
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* [[Dan Geiger]], [[Judea Pearl]] ('''1990'''). ''Logical and algorithmic properties of independence and their application to Bayesian networks''. Annals of Mathematics and Artificial Intelligence, Vol. 2
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* [[Mathematician#DGeiger|Dan Geiger]], [[Judea Pearl]] ('''1990'''). ''Logical and algorithmic properties of independence and their application to Bayesian networks''. Annals of Mathematics and Artificial Intelligence, Vol. 2
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* [[Dan Geiger]], [[Azaria Paz]], [[Judea Pearl]] ('''1993'''). ''Learning simple causal structures''. International Journal of Intelligent Systems, Vol. 8
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* [[Mathematician#DGeiger|Dan Geiger]], [[Mathematician#APaz|Azaria Paz]], [[Judea Pearl]] ('''1993'''). ''Learning simple causal structures''. International Journal of Intelligent Systems, Vol. 8
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* [[Dan Geiger]], [[Judea Pearl]] ('''1993'''). ''Logical and algorithmic properties of conditional independence and graphical models.'' [https://en.wikipedia.org/wiki/Annals_of_Statistics Annals of Statistics], Vol. 21
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* [[Mathematician#DGeiger|Dan Geiger]], [[Judea Pearl]] ('''1993'''). ''Logical and algorithmic properties of conditional independence and graphical models.'' [https://en.wikipedia.org/wiki/Annals_of_Statistics Annals of Statistics], Vol. 21
 
==2000 ...==  
 
==2000 ...==  
 
* [[Judea Pearl]] ('''2001, 2009'''). ''[https://en.wikipedia.org/wiki/Causality_(book) Causality]''. Models, Reasoning and Inference
 
* [[Judea Pearl]] ('''2001, 2009'''). ''[https://en.wikipedia.org/wiki/Causality_(book) Causality]''. Models, Reasoning and Inference
 
* [[Judea Pearl]], [[Stuart Russell]] ('''2003'''). ''Bayesian Networks''. [https://people.eecs.berkeley.edu/~russell/papers/hbtnn-bn.pdf pdf]
 
* [[Judea Pearl]], [[Stuart Russell]] ('''2003'''). ''Bayesian Networks''. [https://people.eecs.berkeley.edu/~russell/papers/hbtnn-bn.pdf pdf]
 
==2010 ...==  
 
==2010 ...==  
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* [https://en.wikipedia.org/wiki/Rina_Dechter Rina Dechter], [https://scholar.google.com/citations?user=Wd0CDmcAAAAJ&hl=en Hector Geffner], [https://en.wikipedia.org/wiki/Joseph_Halpern Joseph Y. Halpern] (eds) ('''2010'''). ''Heuristics, Probability, and Causality: A Tribute to Judea Pearl''. [http://bayes.cs.ucla.edu/TRIBUTE/festschrift-complete.pdf pdf]
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* <span id="Symposium"></span>[https://en.wikipedia.org/wiki/Rina_Dechter Rina Dechter], [https://scholar.google.com/citations?user=Wd0CDmcAAAAJ&hl=en Hector Geffner], [https://en.wikipedia.org/wiki/Joseph_Halpern Joseph Y. Halpern] (eds) ('''2010'''). ''[http://bayes.cs.ucla.edu/TRIBUTE/pearl-tribute2010.htm Heuristics, Probability, and Causality: A Tribute to Judea Pearl]''. [http://bayes.cs.ucla.edu/TRIBUTE/festschrift-complete.pdf pdf] <ref>from the Symposium  on [http://bayes.cs.ucla.edu/TRIBUTE/videos-heuristics.htm Heuristics], [http://bayes.cs.ucla.edu/TRIBUTE/videos-prob-reasoning.htm Probability] and [http://bayes.cs.ucla.edu/TRIBUTE/tribute-videos.htm Causality], March 12, 2010, [https://en.wikipedia.org/wiki/YouTube YouTube] Video<br/>
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* [[Judea Pearl]] ('''2011'''). ''[https://dl.acm.org/citation.cfm?id=2351636 The Mechanization of Causal Inference: A "Mini Turing Test" and Beyond]''.  [[ACM#ACMTuringAward|ACM Turing Award]] lecture, [https://en.wikipedia.org/wiki/YouTube YouTube] Video
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{{#evu:https://www.youtube.com/watch?v=78EmmdfOcI8|alignment=left|valignment=top}}<br/>
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: {{#evu:https://www.youtube.com/watch?v=iNm4nFBFmvo|alignment=left|valignment=top}}
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see also [[Richard Korf#JudeaPearl|Richard Korf]], [[Dana S. Nau#JudeaPearl|Dana Nau]] and [[Stuart Russell#JudeaPearl|Stuart Russell]]</ref>
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* [[Judea Pearl]] ('''2011'''). ''[https://dl.acm.org/citation.cfm?id=2351636 The Mechanization of Causal Inference: A "Mini Turing Test" and Beyond]''.  [[ACM#ACMTuringAward|ACM Turing Award]] lecture <ref>[[ACM#ACMTuringAward|ACM Turing Award]] lecture as [https://en.wikipedia.org/wiki/YouTube YouTube] Video<br/>
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{{#evu:https://www.youtube.com/watch?v=iNm4nFBFmvo|alignment=left|valignment=top}}</ref>
 
* [http://www.neilsavage.com/about Neil Savage] ('''2012'''). ''[https://cacm.acm.org/magazines/2012/6/149782-game-changer/fulltext Game Changer]''. [[ACM#Communications|Communications of the ACM]], Vol. 55, No. 6
 
* [http://www.neilsavage.com/about Neil Savage] ('''2012'''). ''[https://cacm.acm.org/magazines/2012/6/149782-game-changer/fulltext Game Changer]''. [[ACM#Communications|Communications of the ACM]], Vol. 55, No. 6
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* [[Judea Pearl]] ('''2011'''). ''[https://www.artificial-intelligence.video/judea-pearl-eight-pillars-of-causal-wisdom-wce-2017-ucla Eight Pillars of Causal Wisdom]''. [https://spp.ucr.edu/wce2017/Papers/eight_pillars_of.pdf pdf], [https://en.wikipedia.org/wiki/YouTube YouTube] Video
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* [[Igor Roizen]], [[Judea Pearl]] ('''2013'''). ''Learning Link-Probabilities in Causal Trees.'' [https://arxiv.org/abs/1304.3103 arXiv:1304.3103]
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: {{#evu:https://www.youtube.com/watch?v=8nHVUFqI0zk|alignment=left|valignment=top}}
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* [[Judea Pearl]] ('''2013'''). ''A Constraint Propagation Approach to Probabilistic Reasoning''. [https://arxiv.org/abs/1304.3422 arXiv:1304.3422]
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* [https://web.cs.ucla.edu/~guyvdb/ Guy Van den Broeck], [http://www.karthikamohan.com/ Karthika Mohan], [https://dblp.uni-trier.de/pers/hd/c/Choi:Arthur Arthur Choi], [[Judea Pearl]] ('''2014'''). ''Efficient Algorithms for Bayesian Network Parameter Learning from Incomplete Data''. [https://arxiv.org/abs/1411.7014 arXiv:1411.7014]
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* [[Judea Pearl]] ('''2018'''). ''Theoretical Impediments to Machine Learning With Seven Sparks from the Causal Revolution''. [https://arxiv.org/abs/1801.04016  arXiv:1801.04016]
 
* [[Judea Pearl]], [[Dana Mackenzie]] ('''2018'''). ''[https://www.hachettebookgroup.com/titles/judea-pearl/the-book-of-why/9780465097616/ The Book of Why]''. [https://en.wikipedia.org/wiki/Basic_Books Basic Books]
 
* [[Judea Pearl]], [[Dana Mackenzie]] ('''2018'''). ''[https://www.hachettebookgroup.com/titles/judea-pearl/the-book-of-why/9780465097616/ The Book of Why]''. [https://en.wikipedia.org/wiki/Basic_Books Basic Books]
  
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* [https://en.wikipedia.org/wiki/Judea_Pearl Judea Pearl from Wikipedia]
 
* [https://en.wikipedia.org/wiki/Judea_Pearl Judea Pearl from Wikipedia]
 
* [https://genealogy.math.ndsu.nodak.edu/id.php?id=70481 Judea Pearl - The Mathematics Genealogy Project]
 
* [https://genealogy.math.ndsu.nodak.edu/id.php?id=70481 Judea Pearl - The Mathematics Genealogy Project]
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* Judea Pearl - Eight Pillars of Causal Wisdom, (2017) [https://en.wikipedia.org/wiki/YouTube YouTube] Video
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: {{#evu:https://www.youtube.com/watch?v=8nHVUFqI0zk|alignment=left|valignment=top}}
  
 
=References=  
 
=References=  

Latest revision as of 19:35, 7 October 2020

Home * People * Judea Pearl

Judea Pearl [1]

Judea Pearl,
an Israeli American computer scientist and pioneer in artificial intelligence, professor of computer science at the Cognitive Systems Laboratory of the University of California, Los Angeles (UCLA). Judea Pearl is known for developing the probabilistic approach to artificial intelligence and for the formalization of causal reasoning [2] .

Scout

In 1980 Judea Pearl researched on search algorithms and introduced the concept of Null Window Alpha-Beta search with the boolean ­procedure TEST of the Scout Algorithm, which was the foundation of NegaScout, Principal Variation Search, NegaC* and MTD(f).

Biography

Quote from the Franklin Institute [3] : 

Pearl was born in 1936 in Tel Aviv, Israel. He earned his B.S. in electrical engineering from the Technion in Haifa, Israel in 1960 and went on to earn a masters degree in physics from Rutgers University in 1965 and his Ph.D. in electrical engineering the same year from the Polytechnic Institute of Brooklyn. He worked at RCA Research Laboratories [4] in Princeton until 1970 and has been at the University of California, Los Angeles ever since.

Awards

Judea Pearl's numerous scientific honors include the IJCAI Research Excellence Award in 1999, the Lakatos Award in the philosophy of science in 2001, the ACM-AAAI Allen Newell Award in 2003, and the Benjamin Franklin Medal in Computers and Cognitive Science in 2008. In 2011, Judea Pearl received the ACM Turing Award for fundamental contributions to artificial intelligence through the development of a calculus for probabilistic and causal reasoning [5].

Daniel Pearl

In 2002, Judea Pearl's son Daniel Pearl was kidnapped and murdered in Pakistan, leading Judea and the other members of the family and friends to create the Daniel Pearl Foundation.

Selected Publications

[6] [7] [8]

1980 ...

1990 ...

2000 ...

2010 ...

External Links

References

  1. ↑ Judea Pearl at NIPS 2013 by Better Than Bacon, December 06, 2013, [Wikimedia Commons]
  2. ↑ CAUSALITY by Judea Pearl (ebook)
  3. ↑ Judea Pearl | The Franklin Institute
  4. ↑ RCA Research Laboratories from IEEE Virtual Museum
  5. ↑ Judea Pearl (2011). The Mechanization of Causal Inference: A "Mini Turing Test" and Beyond. ACM Turing Award lecture, YouTube Video
  6. ↑ Judea Pearl - Cognitive Systems LaboratoryY: Publications
  7. ↑ dblp: Judea Pearl
  8. ↑ Judea Pearl - Google Scholar Citations
  9. ↑ from the Symposium on Heuristics, Probability and Causality, March 12, 2010, YouTube Video

    see also Richard Korf, Dana Nau and Stuart Russell

  10. ↑ ACM Turing Award lecture as YouTube Video

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