Probabilistic and Causal Inference: the Works of Judea Pearl

ACM Books (2022)
  Copy   BIBTEX

Abstract

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.

Other Versions

No versions found

Links

PhilArchive



    Upload a copy of this work     Papers currently archived: 103,567

External links

Setup an account with your affiliations in order to access resources via your University's proxy server

Through your library

Similar books and articles

Testing for Causality in Artificial Intelligence (AI).Nithin Nagaraj - 2024 - In Sangeetha Menon, Saurabh Todariya & Tilak Agerwala, AI, Consciousness and The New Humanism: Fundamental Reflections on Minds and Machines. Springer Nature Singapore. pp. 37-54.
Causality: Models, reasoning, and inference Judea Pearl.Donald Gillies - 2001 - British Journal for the Philosophy of Science 52 (3):613-622.
Causality: Models, Reasoning and Inference.Judea Pearl - 2000 - New York: Cambridge University Press.

Analytics

Added to PP
2023-05-16

Downloads
31 (#781,517)

6 months
6 (#645,852)

Historical graph of downloads
How can I increase my downloads?

Author's Profile

Joseph Y. Halpern
Cornell University

References found in this work

No references found.

Add more references