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Time and Causality Across the Sciences

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Release : 2019-09-26
Genre : Computers
Kind : eBook
Book Rating : 678/5 ( reviews)

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Book Synopsis Time and Causality Across the Sciences by : Samantha Kleinberg

Download or read book Time and Causality Across the Sciences written by Samantha Kleinberg. This book was released on 2019-09-26. Available in PDF, EPUB and Kindle. Book excerpt: Explores the critical role time plays in our understanding of causality, across psychology, biology, physics and the social sciences.

Causality in the Sciences

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Release : 2011-03-17
Genre : Mathematics
Kind : eBook
Book Rating : 138/5 ( reviews)

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Book Synopsis Causality in the Sciences by : Phyllis McKay Illari

Download or read book Causality in the Sciences written by Phyllis McKay Illari. This book was released on 2011-03-17. Available in PDF, EPUB and Kindle. Book excerpt: Why do ideas of how mechanisms relate to causality and probability differ so much across the sciences? Can progress in understanding the tools of causal inference in some sciences lead to progress in others? This book tackles these questions and others concerning the use of causality in the sciences.

Causation in Science

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Release : 2018-06-12
Genre : Science
Kind : eBook
Book Rating : 294/5 ( reviews)

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Book Synopsis Causation in Science by : Yemima Ben-Menahem

Download or read book Causation in Science written by Yemima Ben-Menahem. This book was released on 2018-06-12. Available in PDF, EPUB and Kindle. Book excerpt: This book explores the role of causal constraints in science, shifting our attention from causal relations between individual events--the focus of most philosophical treatments of causation—to a broad family of concepts and principles generating constraints on possible change. Yemima Ben-Menahem looks at determinism, locality, stability, symmetry principles, conservation laws, and the principle of least action—causal constraints that serve to distinguish events and processes that our best scientific theories mandate or allow from those they rule out. Ben-Menahem's approach reveals that causation is just as relevant to explaining why certain events fail to occur as it is to explaining events that do occur. She investigates the conceptual differences between, and interrelations of, members of the causal family, thereby clarifying problems at the heart of the philosophy of science. Ben-Menahem argues that the distinction between determinism and stability is pertinent to the philosophy of history and the foundations of statistical mechanics, and that the interplay of determinism and locality is crucial for understanding quantum mechanics. Providing historical perspective, she traces the causal constraints of contemporary science to traditional intuitions about causation, and demonstrates how the teleological appearance of some constraints is explained away in current scientific theories such as quantum mechanics. Causation in Science represents a bold challenge to both causal eliminativism and causal reductionism—the notions that causation has no place in science and that higher-level causal claims are reducible to the causal claims of fundamental physics.

The Book of Why

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Release : 2018-05-15
Genre : Computers
Kind : eBook
Book Rating : 618/5 ( reviews)

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Book Synopsis The Book of Why by : Judea Pearl

Download or read book The Book of Why written by Judea Pearl. This book was released on 2018-05-15. Available in PDF, EPUB and Kindle. Book excerpt: A Turing Award-winning computer scientist and statistician shows how understanding causality has revolutionized science and will revolutionize artificial intelligence "Correlation is not causation." This mantra, chanted by scientists for more than a century, has led to a virtual prohibition on causal talk. Today, that taboo is dead. The causal revolution, instigated by Judea Pearl and his colleagues, has cut through a century of confusion and established causality -- the study of cause and effect -- on a firm scientific basis. His work explains how we can know easy things, like whether it was rain or a sprinkler that made a sidewalk wet; and how to answer hard questions, like whether a drug cured an illness. Pearl's work enables us to know not just whether one thing causes another: it lets us explore the world that is and the worlds that could have been. It shows us the essence of human thought and key to artificial intelligence. Anyone who wants to understand either needs The Book of Why.

Causality, Probability, and Time

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Release : 2013
Genre : Computers
Kind : eBook
Book Rating : 482/5 ( reviews)

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Book Synopsis Causality, Probability, and Time by : Samantha Kleinberg

Download or read book Causality, Probability, and Time written by Samantha Kleinberg. This book was released on 2013. Available in PDF, EPUB and Kindle. Book excerpt: Presents a new approach to causal inference and explanation, addressing both the timing and complexity of relationships.

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