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The book of why : the new science of cause and effect / Judea Pearl and Dana Mackenzie.

By: Pearl, Judea [author.].
Contributor(s): Mackenzie, Dana [author.].
Material type: materialTypeLabelBookPublisher: New Delhi : New York ; Penguin Books, 2018.Copyright date: ©2018Edition: 1st ed.Description: x, 418 pages ; 25 cm.Content type: text Media type: unmediated Carrier type: volumeISBN: 9780141982410 (pbk.); 9780465097609.Subject(s): Causation | InferenceDDC classification: 501
Contents:
The ladder of causation -- From buccaneers to guinea pigs: the genesis of causal inference -- From evidence to causes: Reverend Bayes meets Mr. Holmes -- Confounding and deconfounding: or, slaying the lurking variable -- The smoke-filled debate: clearing the air -- Paradoxes galore! -- Beyond adjustment: the conquest of Mt. Intervention -- Counterfactuals: mining worlds that could have been -- Mediation: the search for a mechanism -- Big data, artificial intelligence, and the big questions.
Summary: "Everyone has heard the claim, "Correlation does not imply causation." What might sound like a reasonable dictum metastasized in the twentieth century into one of science's biggest obstacles, as a legion of researchers became unwilling to make the claim that one thing could cause another. Even two decades ago, asking a statistician a question like "Was it the aspirin that stopped my headache?" would have been like asking if he believed in voodoo, or at best a topic for conversation at a cocktail party rather than a legitimate target of scientific inquiry. Scientists were allowed to posit only that the probability that one thing was associated with another. This all changed with Judea Pearl, whose work on causality was not just a victory for common sense, but a revolution in the study of the world"-- Provided by publisher.
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Item type Current location Call number Copy number Status Date due
Monograph Monograph Indian Institute of Management Udaipur
501 (Browse shelf) 1 Checked out 09/23/2024

Includes bibliographical references and index.

The ladder of causation -- From buccaneers to guinea pigs: the genesis of causal inference -- From evidence to causes: Reverend Bayes meets Mr. Holmes -- Confounding and deconfounding: or, slaying the lurking variable -- The smoke-filled debate: clearing the air -- Paradoxes galore! -- Beyond adjustment: the conquest of Mt. Intervention -- Counterfactuals: mining worlds that could have been -- Mediation: the search for a mechanism -- Big data, artificial intelligence, and the big questions.

"Everyone has heard the claim, "Correlation does not imply causation." What might sound like a reasonable dictum metastasized in the twentieth century into one of science's biggest obstacles, as a legion of researchers became unwilling to make the claim that one thing could cause another. Even two decades ago, asking a statistician a question like "Was it the aspirin that stopped my headache?" would have been like asking if he believed in voodoo, or at best a topic for conversation at a cocktail party rather than a legitimate target of scientific inquiry. Scientists were allowed to posit only that the probability that one thing was associated with another. This all changed with Judea Pearl, whose work on causality was not just a victory for common sense, but a revolution in the study of the world"-- Provided by publisher.

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