Counterfactual Reasoning Book in PDF, ePub and Kindle version is available to download in english. Read online anytime anywhere directly from your device. Click on the download button below to get a free pdf file of Counterfactual Reasoning book. This book definitely worth reading, it is an incredibly well-written.
The Psychology of Counterfactual Thinking by David R. Mandel,Denis J. Hilton,Patrizia Catellani Pdf
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.
Interpretable Machine Learning by Christoph Molnar Pdf
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.
What Might Have Been by Neal J. Roese,James M. Olson Pdf
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.
Counterfactual Reasoning by Ph D. Noel Hendrickson Pdf
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
The Psychology of Counterfactual Thinking by David R. Mandel,Denis J. Hilton,Patrizia Catellani Pdf
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.
Understanding Counterfactuals, Understanding Causation by Christoph Hoerl,Teresa McCormack,Sarah R. Beck Pdf
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.
Thinking and Problem Solving by Robert J. Sternberg Pdf
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
Counterfactual Thinking - Counterfactual Writing by Dorothee Birke,Michael Butter,Tilmann Köppe Pdf
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.
Counterfactual Thought Experiments in World Politics by Philip E. Tetlock,Aaron Belkin Pdf
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.
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.
International Handbook of Thinking and Reasoning by Linden J. Ball,Valerie A. Thompson Pdf
The Routledge International Handbook of Thinking and Reasoning is an authoritative reference work providing a balanced overview of current scholarship spanning the full breadth of the rapidly developing and expanding field of thinking and reasoning. It contains 35 chapters written by leading international researchers, covering foundational issues as well as state-of-the-art developments in thinking and reasoning research. Topics covered range across all sub-areas of thinking and reasoning, including deduction, induction, abduction, judgment, decision making, argumentation, problem solving, expertise, creativity and rationality. The contributors engage with cutting-edge debates such as the status of dual-process theories of thinking, the role of unconscious, intuitive, emotional and metacognitive processes in thinking, and the importance of probabilistic conceptualisations of thinking and reasoning. Authors also examine the importance of neuroscientific findings in informing theoretical developments, and explore the situated nature of thinking and reasoning across a range of real-world contexts such as mathematics, medicine and science. The Handbook provides a clear sense of the way in which contemporary ideas are challenging traditional viewpoints as "new paradigm of the psychology of reasoning" emerges. This paradigm-shifting research is paving the way toward a richer and more inclusive understanding of thinking and reasoning, where important new questions drive a forward-looking research agenda. It is essential reading for both established researchers in the field of thinking and reasoning as well as advanced students wishing to learn more about both the historical foundations and latest developments in this rapidly growing field.
Handbook of Research on Strategy and Foresight by Laura Anna Costanzo,Robert Bradley MacKay Pdf
This important Handbook explores and evaluates dynamic environments and the appropriate strategic responses to them in the 21st century. Drawing together a collection of 29 original chapters, the Handbook makes an invaluable contribution to theory and practice by stimulating disciplined, rigorous and imaginative enquiry into the relationship between strategy and foresight. Leading scholars in the field of strategic management are brought together to offer innovative and multi-disciplinary perspectives on the past, present and future of strategy formation and foresight. In so doing, they challenge research in four key areas: strategy and foresight processes; strategy innovation for the future; understanding the future; and strategically responding to the future. The Handbook of Research on Strategy and Foresight is a comprehensive resource that will be invaluable for academics, students and practitioners interested in this important phenomenon.
The Developmental Psychology of Reasoning and Decision-Making by Henry Markovits Pdf
Logical thinking is a critically important cognitive skill. It is not just essential for mathematical and scientific understanding, it is also of prime importance when trying to navigate our complex and increasingly sophisticated world. Written by world class researchers in the field, The Developmental Psychology of Reasoning and Decision-Making describes the ways that children learn to reason, and how reasoning can be used to overcome the influence of beliefs and intuitions. The chapters in this edited collection focus on the new, revolutionary paradigm in reasoning and cover the recent research on the development of reasoning in two important areas: Cognitive abilities required to reason well and how these abilities develop in children and adolescents. Recent empirical data showing the effect intuition and prior belief have on reasoning, even when the outcome is inappropriate. Different theoretical and empirical perspectives from recent Piagetian theory, mental models and gist processing are examined, along with empirical results looking at specific aspects of reasoning in children. The key theme of the book is to better understand how reasoning develops not only through examining ‘logical’ reasoning, but also the nature of the interactions between people’s intuitions and their reasoning abilities. The Developmental Psychology of Reasoning and Decision-Making provides an overview of the main theories and key empirical results related to the development of reasoning and should be of particular interest to students and researchers in developmental psychology and education, along with those in cognitive psychology.
Children's Reasoning and the Mind by Peter Mitchell,Kevin Riggs Pdf
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.
Conditional reasoning is reasoning that involves statements of the sort If A (Antecedent) then C (Consequent). This type of reasoning is ubiquitous; everyone engages in it. Indeed, the ability to do so may be considered a defining human characteristic. Without this ability, human cognition would be greatly impoverished. "What-if" thinking could not occur. There would be no retrospective efforts to understand history by imagining how it could have taken a different course. Decisions that take possible contingencies into account could not be made; there could be no attempts to influence the future by selecting actions on the basis of their expected effects. Despite the commonness and importance of conditional reasoning and the considerable attention it has received from scholars, it remains the subject of much continuing debate. Unsettled questions, both normative and empirical, continue to be asked. What constitutes normative conditional reasoning? How do people engage in it? Does what people do match what would be expected of a rational agent with the abilities and limitations of human beings? If not, how does it deviate and how might people's ability to engage in it be improved? This book reviews the work of prominent psychologists and philosophers on conditional reasoning. It describes empirical research on how people deal with conditional arguments and on how conditional statements are used and interpreted in everyday communication. It examines philosophical and theoretical treatments of the mental processes that support conditional reasoning. Its extensive coverage of the subject makes it an ideal resource for students, teachers, and researchers with a focus on cognition across disciplines.
