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Counterfactual Reasoning
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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 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 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 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 2011-10-27 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt: How are causal judgements such as 'The ice on the road caused the traffic accident' connected with counterfactual judgements such as 'If there had not been any ice on the road, the traffic accident would not have happened'? This volume throws new light on this question by uniting, for the first time, psychological and philosophical approaches to causation and counterfactuals. Traditionally, philosophers have primarily been interested in connections between causal and counterfactual claims on the level of meaning or truth-conditions. More recently, however, they have also increasingly turned their attention to psychological connections between causal and counterfactual understanding or reasoning. At the same time, there has been a surge in interest in empirical work on causal and counterfactual cognition amongst developmental, cognitive, and social psychologists—much of it inspired by work in philosophy. In this volume, twelve original contributions from leading philosophers and psychologists explore in detail what bearing empirical findings might have on philosophical concerns about counterfactuals and causation, and how, in turn, work in philosophy might help clarify the issues at stake in empirical work on the cognitive underpinnings of, and relationships between, causal and counterfactual thought.
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 2020-06-30 with total page 355 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 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.
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 421 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.
Book Synopsis The Rational Imagination by : Ruth M. J. Byrne
Download or read book The Rational Imagination written by Ruth M. J. Byrne and published by MIT Press. This book was released on 2007-01-26 with total page 284 pages. Available in PDF, EPUB and Kindle. Book excerpt: The human imagination remains one of the last uncharted terrains of the mind. This accessible and original monograph explores a central aspect of the imagination, the creation of counterfactual alternatives to reality, and claims that imaginative thoughts are guided by the same principles that underlie rational thoughts. Research has shown that rational thought is more imaginative than cognitive scientists had supposed; in The Rational Imagination, Ruth Byrne argues that imaginative thought is more rational than scientists have imagined. People often create alternatives to reality and imagine how events might have turned out "if only" something had been different. Byrne explores the "fault lines" of reality, the aspects of reality that are more readily changed in imaginative thoughts. She finds that our tendencies to imagine alternatives to actions, controllable events, socially unacceptable actions, causal and enabling relations, and events that come last in a temporal sequence provide clues to the cognitive processes upon which the counterfactual imagination depends. The explanation of these processes, Byrne argues, rests on the idea that imaginative thought and rational thought have much in common.
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 436 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 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 192 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 Diplomacy in a Globalizing World by : Pauline Kerr
Download or read book Diplomacy in a Globalizing World written by Pauline Kerr and published by Oxford University Press, USA. This book was released on 2017-10-16 with total page 464 pages. Available in PDF, EPUB and Kindle. Book excerpt: In Diplomacy in a Globalizing World: Theories and Practices, Second Edition, twenty-three respected scholars contribute to the debate about the changing nature of contemporary diplomacy and its future theoretical and practical directions. Filling a gap in the diplomacy textbook market, this unique volume balances breadth with depth and theory with practice, using cutting-edge comparisons to show the complexities of twenty-first-century diplomacy.
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.
Book Synopsis Counterfactual Thinking - Counterfactual Writing by : Dorothee Birke
Download or read book Counterfactual Thinking - Counterfactual Writing written by Dorothee Birke and published by Walter de Gruyter. This book was released on 2011-11-30 with total page 262 pages. Available in PDF, EPUB and Kindle. Book excerpt: Counterfactuality is currently a hotly debated topic. While for some disciplines such as linguistics, cognitive science, or psychology counterfactual scenarios have been an important object of study for quite a while, counterfactual thinking has in recent years emerged as a method of study for other disciplines, most notably the social sciences. This volume provides an overview of the current definitions and uses of the concept of counterfactuality in philosophy, historiography, political sciences, psychology, linguistics, physics, and literary studies. The individual contributions not only engage the controversies that the deployment of counterfactual thinking as a method still generates, they also highlight the concept’s potential to promote interdisciplinary exchange without neglecting the limitations and pitfalls of such a project. Moreover, the essays from literary studies, which make up about half of the volume, provide both a historical and a systematic perspective on the manifold ways in which counterfactual scenarios can be incorporated into and deployed in literary texts.
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.
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 Counterfactual Reasoning by : Noel Hendrickson
Download or read book Counterfactual Reasoning written by Noel Hendrickson and published by . This book was released on 2008-10-15 with total page 86 pages. Available in PDF, EPUB and Kindle. Book excerpt: Counterfactual reasoning is the process of evaluating conditional claims about alternate possibilities and their consequences (i.e., "What If" statements). These alternatives can be either past possibilities or future possibilities. Counterfactuals are essential to intelligence analysis because they are implicit in all strategic assessments. The process of counterfactual reasoning has three stages. The ?rst two of these are somewhat counterintuitive and are easily ignored by analysts. 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 their conclusion to the speci?c type of strategic assessment the counterfactual will be used to support: decision making under risk or decision making under uncertainty. Includes notes, glossary and references. Noel Hendrickson is Director of the Institute for National Security Analysis.
Book Synopsis Thinking and Problem Solving by : Robert J. Sternberg
Download or read book Thinking and Problem Solving written by Robert J. Sternberg and published by Elsevier. This book was released on 1998-05-13 with total page 488 pages. Available in PDF, EPUB and Kindle. Book excerpt: Thinking and Problem-Solving presents a comprehensive and up-to-date review of literature on cognition, reasoning, intelligence, and other formative areas specific to this field. Written for advanced undergraduates, researchers, and academics, this volume is a necessary reference for beginning and established investigators in cognitive and educational psychology. Thinking and Problem-Solving provides insight into questions such as: how do people solve complex problems in mathematics and everyday life? How do we generate new ideas? How do we piece together clues to solve a mystery, categorize novel events, and teach others to do the same? Provides a comprehensive literature review Covers both historical and contemporary approaches Organized for ease of use and reference Chapters authored by leading scholars
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