Heuristics, Probability and Causality: A Tribute to Judea Pearl

Heuristics, Probability and Causality: A Tribute to Judea Pearl

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2010 · Anglais · Relié
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Description

This work delves deep into the intricate world of heuristics, probability, and causality, offering a comprehensive tribute to the profound contributions of Judea Pearl. It showcases a compilation of research that illustrates the pivotal role Pearl has played in reshaping the understanding of these concepts within artificial intelligence and beyond. Through a collection of insightful essays, the authors explore how Pearl's innovative approaches have influenced various disciplines, linking the abstract world of mathematics with real-world applications.

The narrative unravels the complexities of probabilistic reasoning and causal inference, addressing both theoretical perspectives and practical implications. Each chapter invites readers to reflect on the power of Pearl's work, emphasizing how it has paved the way for advancements in machine learning, statistics, and cognitive science. The contributors, notable scholars in their own right, bring diverse viewpoints that enrich the discussion and highlight the interconnectedness of these fields.

By dissecting key concepts and methodologies introduced by Pearl, the text serves as a resource for both academic audiences and practitioners eager to grasp the foundational principles of causal reasoning. It articulates the importance of understanding causality in an increasingly data-driven world, where decision-making processes hinge on accurate interpretations of complex relationships.

Ultimately, this tribute does more than honor Judea Pearl; it reinvigorates the discourse surrounding probability and causality, encouraging future explorations and innovations inspired by his groundbreaking legacy. Through thoughtful analysis and a celebration of intellectual contributions, it stands as a significant entry in contemporary literature on the subject.

Détails du livre

Format Relié
Pages 580 pages
Langue Anglais
Publié Feb 5, 2010
Éditeur College Publications
ISBN-10 1904987664
ISBN-13 9781904987666
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