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Counterfactual Reasoning
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Book Synopsis The Psychology of Counterfactual Thinking by : David R. Mandel
Download or read book The Psychology of Counterfactual Thinking written by David R. Mandel and published by Psychology Press. This book was released on 2005 with total page 265 pages. Available in PDF, EPUB and Kindle. Book excerpt: Brings together a collection of papers by social and cognitive psychologists. The essays in this volume contain theoretical insights. This book provides an overview of this topic for researchers, as well as advanced undergraduates and graduates in psychology.
Book Synopsis Counterfactual Thought Experiments in World Politics by : Philip E. Tetlock
Download or read book Counterfactual Thought Experiments in World Politics written by Philip E. Tetlock and published by Princeton University Press. This book was released on 1996-09-08 with total page 362 pages. Available in PDF, EPUB and Kindle. Book excerpt: Political scientists often ask themselves what might have been if history had unfolded differently: if Stalin had been ousted as General Party Secretary or if the United States had not dropped the bomb on Japan. Although scholars sometimes scoff at applying hypothetical reasoning to world politics, the contributors to this volume--including James Fearon, Richard Lebow, Margaret Levi, Bruce Russett, and Barry Weingast--find such counterfactual conjectures not only useful, but necessary for drawing causal inferences from historical data. Given the importance of counterfactuals, it is perhaps surprising that we lack standards for evaluating them. To fill this gap, Philip Tetlock and Aaron Belkin propose a set of criteria for distinguishing plausible from implausible counterfactual conjectures across a wide range of applications. The contributors to this volume make use of these and other criteria to evaluate counterfactuals that emerge in diverse methodological contexts including comparative case studies, game theory, and statistical analysis. Taken together, these essays go a long way toward establishing a more nuanced and rigorous framework for assessing counterfactual arguments about world politics in particular and about the social sciences more broadly.
Book Synopsis Counterfactual Reasoning by : Ph D. Noel Hendrickson
Download or read book Counterfactual Reasoning written by Ph D. Noel Hendrickson and published by Lulu.com. This book was released on 2011-09-16 with total page 87 pages. Available in PDF, EPUB and Kindle. Book excerpt: Counterfactual reasoning evaluates conditional claims about alternate possibilities and their consequences (i.e., ?What If? statements). Counterfactuals are essential to intelligence analysis. The process of counterfactual reasoning has three stages. First, one must establish the particular way in which the alternate possibility comes to be (i.e., develop its ?back-story?). Second, one must evaluate the events that occur between the time of the alternate possibility and the time for which one is considering its consequences. And third, one must examine the possible consequences of the alternate possibility's back-story and the events that follow it. In doing so, an analyst must connect conclusions to speci
Book Synopsis Interpretable Machine Learning by : Christoph Molnar
Download or read book Interpretable Machine Learning written by Christoph Molnar and published by Lulu.com. This book was released on 2020 with total page 320 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book is about making machine learning models and their decisions interpretable. After exploring the concepts of interpretability, you will learn about simple, interpretable models such as decision trees, decision rules and linear regression. Later chapters focus on general model-agnostic methods for interpreting black box models like feature importance and accumulated local effects and explaining individual predictions with Shapley values and LIME. All interpretation methods are explained in depth and discussed critically. How do they work under the hood? What are their strengths and weaknesses? How can their outputs be interpreted? This book will enable you to select and correctly apply the interpretation method that is most suitable for your machine learning project.
Book Synopsis Understanding Counterfactuals, Understanding Causation by : Christoph Hoerl
Download or read book Understanding Counterfactuals, Understanding Causation written by Christoph Hoerl and published by Oxford University Press. This book was released on 2011-11-03 with total page 279 pages. Available in PDF, EPUB and Kindle. Book excerpt: Twelve essays explore what bearing empirical findings might have on philosophical concerns about counterfactuals and causation, and how, in turn, work in philosophy might help clarify issues in empirical work on the relationships between causal and counterfactual thought.
Book Synopsis Children's Reasoning and the Mind by : Peter Mitchell
Download or read book Children's Reasoning and the Mind written by Peter Mitchell and published by Psychology Press. This book was released on 2014-06-03 with total page 430 pages. Available in PDF, EPUB and Kindle. Book excerpt: This fresh and dynamic book offers a thorough investigation into the development of the cognitive processes that underpin judgements about mental states (often termed 'theory of mind') and addresses specific issues that have not been adequately dealt with in the past, and which are now being raised by some of the most prominent researchers in the field.
Book Synopsis What Might Have Been by : Neal J. Roese
Download or read book What Might Have Been written by Neal J. Roese and published by Psychology Press. This book was released on 2014-01-14 with total page 418 pages. Available in PDF, EPUB and Kindle. Book excerpt: Within a few short years, research on counterfactual thinking has mushroomed, establishing itself as one of the signature domains within social psychology. Counterfactuals are thoughts of what might have been, of possible past outcomes that could have taken place. Counterfactuals and their implications for perceptions of time and causality have long fascinated philosophers, but only recently have social psychologists made them the focus of empirical inquiry. Following the publication of Kahneman and Tversky's seminal 1982 paper, a burgeoning literature has implicated counterfactual thinking in such diverse judgments as causation, blame, prediction, and suspicion; in such emotional experiences as regret, elation, disappointment and sympathy; and also in achievement, coping, and intergroup bias. But how do such thoughts come about? What are the mechanisms underlying their operation? How do their consequences benefit, or harm, the individual? When is their generation spontaneous and when is it strategic? This volume explores these and other numerous issues by assembling contributions from the most active researchers in this rapidly expanding subfield of social psychology. Each chapter provides an in-depth exploration of a particular conceptual facet of counterfactual thinking, reviewing previous work, describing ongoing, cutting-edge research, and offering novel theoretical analysis and synthesis. As the first edited volume to bring together the many threads of research and theory on counterfactual thinking, this book promises to be a source of insight and inspiration for years to come.
Author :Neal J. Roese Publisher :National Library of Canada = Bibliothèque nationale du Canada ISBN 13 :9780315840034 Total Pages :482 pages Book Rating :4.8/5 (4 download)
Book Synopsis The Functional Basis of Counterfactual Thinking [microform] by : Neal J. Roese
Download or read book The Functional Basis of Counterfactual Thinking [microform] written by Neal J. Roese and published by National Library of Canada = Bibliothèque nationale du Canada. This book was released on 1993 with total page 482 pages. Available in PDF, EPUB and Kindle. Book excerpt: These findings provide initial support for a functional theory of counterfactual thinking: people may strategically use downward counterfactuals to make themselves feel better (an affective function), and they may strategically use upward and additive counterfactuals to improve performance in the future (a preparative function). The present studies suggest that the mechanism underlying the preparative function represents a causal link from counterfactuals to intentions to overt behaviours. Implications for current theory and future research are considered.
Book Synopsis The Psychology of Counterfactual Thinking by : David R. Mandel
Download or read book The Psychology of Counterfactual Thinking written by David R. Mandel and published by Routledge. This book was released on 2007-05-07 with total page 265 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book provides a critical overview of significant developments in research and theory on counterfactual thinking that have emerged in recent years and spotlights exciting new directions for future research in this area. Key issues considered include the relations between counterfactual and casual reasoning, the functional bases of counterfactual thinking, the role of counterfactual thinking in the experience of emotion and the importance of counterfactual thinking in the context of crime and justice.
Book Synopsis Causation and Counterfactuals by : John Collins
Download or read book Causation and Counterfactuals written by John Collins and published by MIT Press. This book was released on 2004-06-25 with total page 500 pages. Available in PDF, EPUB and Kindle. Book excerpt: One philosophical approach to causation sees counterfactual dependence as the key to the explanation of causal facts: for example, events c (the cause) and e (the effect) both occur, but had c not occurred, e would not have occurred either. The counterfactual analysis of causation became a focus of philosophical debate after the 1973 publication of the late David Lewis's groundbreaking paper, "Causation," which argues against the previously accepted "regularity" analysis and in favor of what he called the "promising alternative" of the counterfactual analysis. Thirty years after Lewis's paper, this book brings together some of the most important recent work connecting—or, in some cases, disputing the connection between—counterfactuals and causation, including the complete version of Lewis's Whitehead lectures, "Causation as Influence," a major reworking of his original paper. Also included is a more recent essay by Lewis, "Void and Object," on causation by omission. Several of the essays first appeared in a special issue of the Journal of Philosophy, but most, including the unabridged version of "Causation as Influence," are published for the first time or in updated forms. Other topics considered include the "trumping" of one event over another in determining causation; de facto dependence; challenges to the transitivity of causation; the possibility that entities other than events are the fundamental causal relata; the distinction between dependence and production in accounts of causation; the distinction between causation and causal explanation; the context-dependence of causation; probabilistic analyses of causation; and a singularist theory of causation.
Download or read book IFS written by W.L. Harper and published by Springer Science & Business Media. This book was released on 2012-12-06 with total page 345 pages. Available in PDF, EPUB and Kindle. Book excerpt: With publication of the present volume, The University of Western Ontario Series in Philosophy of Science enters its second phase. The first fourteen volumes in the Series were produced under the managing editorship of Professor James J. Leach, with the cooperation of a local editorial board. Many of these volumes resulted from colloguia and workshops held in con nection with the University of Western Ontario Graduate Programme in Philosophy of Science. Throughout its seven year history, the Series has been devoted to publication of high quality work in philosophy of science con sidered in its widest extent, including work in philosophy of the special sciences and history of the conceptual development of science. In future, this general editorial emphasis will be maintained, and hopefully, broadened to include important works by scholars working outside the local context. Appointment of a new managing editor, together with an expanded editorial board, brings with it the hope of an enlarged international presence for the Series. Serving the publication needs of those working in the various subfields within philosophy of science is a many-faceted operation. Thus in future the Series will continue to produce edited proceedings of worthwhile scholarly meetings and edited collections of seminal background papers. How ever, the publication priorities will shift emphasis to favour production of monographs in the various fields covered by the scope of the Series. THE MANAGING EDITOR vii W. L. Harper, R. Stalnaker, and G. Pearce (eds.), lIs, vii.
Download or read book Counterfactuals written by David Lewis and published by John Wiley & Sons. This book was released on 2013-05-28 with total page 183 pages. Available in PDF, EPUB and Kindle. Book excerpt: Counterfactuals is David Lewis' forceful presentation of and sustained argument for a particular view about propositions which express contrary to fact conditionals, including his famous defense of realism about possible worlds.
Book Synopsis Reasoning about Uncertainty, second edition by : Joseph Y. Halpern
Download or read book Reasoning about Uncertainty, second edition written by Joseph Y. Halpern and published by MIT Press. This book was released on 2017-04-07 with total page 505 pages. Available in PDF, EPUB and Kindle. Book excerpt: Formal ways of representing uncertainty and various logics for reasoning about it; updated with new material on weighted probability measures, complexity-theoretic considerations, and other topics. In order to deal with uncertainty intelligently, we need to be able to represent it and reason about it. In this book, Joseph Halpern examines formal ways of representing uncertainty and considers various logics for reasoning about it. While the ideas presented are formalized in terms of definitions and theorems, the emphasis is on the philosophy of representing and reasoning about uncertainty. Halpern surveys possible formal systems for representing uncertainty, including probability measures, possibility measures, and plausibility measures; considers the updating of beliefs based on changing information and the relation to Bayes' theorem; and discusses qualitative, quantitative, and plausibilistic Bayesian networks. This second edition has been updated to reflect Halpern's recent research. New material includes a consideration of weighted probability measures and how they can be used in decision making; analyses of the Doomsday argument and the Sleeping Beauty problem; modeling games with imperfect recall using the runs-and-systems approach; a discussion of complexity-theoretic considerations; the application of first-order conditional logic to security. Reasoning about Uncertainty is accessible and relevant to researchers and students in many fields, including computer science, artificial intelligence, economics (particularly game theory), mathematics, philosophy, and statistics.
Book Synopsis Telling It Like It Wasn’t by : Catherine Gallagher
Download or read book Telling It Like It Wasn’t written by Catherine Gallagher and published by University of Chicago Press. This book was released on 2018-01-26 with total page 368 pages. Available in PDF, EPUB and Kindle. Book excerpt: Inventing counterfactual histories is a common pastime of modern day historians, both amateur and professional. We speculate about an America ruled by Jefferson Davis, a Europe that never threw off Hitler, or a second term for JFK. These narratives are often written off as politically inspired fantasy or as pop culture fodder, but in Telling It Like It Wasn’t, Catherine Gallagher takes the history of counterfactual history seriously, pinning it down as an object of dispassionate study. She doesn’t take a moral or normative stand on the practice, but focuses her attention on how it works and to what ends—a quest that takes readers on a fascinating tour of literary and historical criticism. Gallagher locates the origins of contemporary counterfactual history in eighteenth-century Europe, where the idea of other possible historical worlds first took hold in philosophical disputes about Providence before being repurposed by military theorists as a tool for improving the art of war. In the next century, counterfactualism became a legal device for deciding liability, and lengthy alternate-history fictions appeared, illustrating struggles for historical justice. These early motivations—for philosophical understanding, military improvement, and historical justice—are still evident today in our fondness for counterfactual tales. Alternate histories of the Civil War and WWII abound, but here, Gallagher shows how the counterfactual habit of replaying the recent past often shapes our understanding of the actual events themselves. The counterfactual mode lets us continue to envision our future by reconsidering the range of previous alternatives. Throughout this engaging and eye-opening book, Gallagher encourages readers to ask important questions about our obsession with counterfactual history and the roots of our tendency to ask “What if...?”
Book Synopsis Machine Ethics by : Luís Moniz Pereira
Download or read book Machine Ethics written by Luís Moniz Pereira and published by Springer Nature. This book was released on 2020-01-22 with total page 180 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book offers the first systematic guide to machine ethics, bridging between computer science, social sciences and philosophy. Based on a dialogue between an AI scientist and a novelist philosopher, the book discusses important findings on which moral values machines can be taught and how. In turn, it investigates what kind of artificial intelligence (AI) people do actually want. What are the main consequences of the integration of AI in people’s every-day life? In order to co-exist and collaborate with humans, machines need morality, but which moral values should we teach them? Moreover, how can we implement benevolent AI? These are just some of the questions carefully examined in the book, which offers a comprehensive account of ethical issues concerning AI, on the one hand, and a timely snapshot of the power and potential benefits of this technology on the other. Starting with an introduction to common-sense ethical principles, the book then guides the reader, helping them develop and understand more complex ethical concerns and placing them in a larger, technological context. The book makes these topics accessible to a non-expert audience, while also offering alternative reading pathways to inspire more specialized readers.
Book Synopsis Mappings in Thought and Language by : Gilles Fauconnier
Download or read book Mappings in Thought and Language written by Gilles Fauconnier and published by Cambridge University Press. This book was released on 1997-06-13 with total page 228 pages. Available in PDF, EPUB and Kindle. Book excerpt: Meaning in everyday thought and language is constructed at lightning speed. We are not conscious of the staggering complexity of the cognitive operations that drive our simplest behavior. This 1997 book examines a central component of meaning construction: the mappings that link mental spaces. A deep result of the research is that the same principles operate at the highest levels of scientific, artistic, and literary thought, and at the lower levels of elementary understanding and sentence meaning. Some key cognitive operations are analogical mappings, conceptual integration and blending, discourse management, induction and recursion. The analyses are based on a rich array of attested data in ordinary language, humor, action and design, science, and narratives. Phenomena that receive attention include counterfactuals; time, tense, and mood; opacity; metaphor; fictive motion; grammatical constructions; quantification over cognitive domains.
Book Synopsis The Science of Can and Can't by : Chiara Marletto
Download or read book The Science of Can and Can't written by Chiara Marletto and published by Penguin. This book was released on 2021-05-04 with total page 272 pages. Available in PDF, EPUB and Kindle. Book excerpt: A luminous guide to how the radical new science of counterfactuals can reveal that the scope of the universe is greater, and more beautiful, than we ever imagined There is a vast class of things that science has so far almost entirely neglected. They are central to the understanding of physical reality both at an everyday level and at the level of the most fundamental phenomena in physics, yet have traditionally been assumed to be impossible to incorporate into fundamental scientific explanations. They are facts not about what is (the actual) but about what could be (counterfactuals). According to physicist Chiara Marletto, laws about things being possible or impossible may generate an alternative way of providing explanations. This fascinating, far-reaching approach holds promise for revolutionizing the way fundamental physics is formulated and for providing essential tools to face existing technological challenges--from delivering the next generation of information-processing devices beyond the universal quantum computer to designing AIs. Each chapter in the book delineates how an existing vexed open problem in science can be solved by this radically different approach and it is augmented by short fictional stories that explicate the main point of the chapter. As Marletto demonstrates, contemplating what is possible can give us a more complete and hopeful picture of the physical world.
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