Preference
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Author | : Johannes Fürnkranz |
Publisher | : Springer Science & Business Media |
Total Pages | : 457 |
Release | : 2010-11-19 |
Genre | : Computers |
ISBN | : 3642141250 |
The topic of preferences is a new branch of machine learning and data mining, and it has attracted considerable attention in artificial intelligence research in previous years. It involves learning from observations that reveal information about the preferences of an individual or a class of individuals. Representing and processing knowledge in terms of preferences is appealing as it allows one to specify desires in a declarative way, to combine qualitative and quantitative modes of reasoning, and to deal with inconsistencies and exceptions in a flexible manner. And, generalizing beyond training data, models thus learned may be used for preference prediction. This is the first book dedicated to this topic, and the treatment is comprehensive. The editors first offer a thorough introduction, including a systematic categorization according to learning task and learning technique, along with a unified notation. The first half of the book is organized into parts on label ranking, instance ranking, and object ranking; while the second half is organized into parts on applications of preference learning in multiattribute domains, information retrieval, and recommender systems. The book will be of interest to researchers and practitioners in artificial intelligence, in particular machine learning and data mining, and in fields such as multicriteria decision-making and operations research.
Author | : Sarah Lichtenstein |
Publisher | : Cambridge University Press |
Total Pages | : 709 |
Release | : 2006-08-28 |
Genre | : Psychology |
ISBN | : 1139457780 |
One of the main themes that has emerged from behavioral decision research during the past three decades is the view that people's preferences are often constructed in the process of elicitation. This idea is derived from studies demonstrating that normatively equivalent methods of elicitation (e.g., choice and pricing) give rise to systematically different responses. These preference reversals violate the principle of procedure invariance that is fundamental to all theories of rational choice. If different elicitation procedures produce different orderings of options, how can preferences be defined and in what sense do they exist? This book shows not only the historical roots of preference construction but also the blossoming of the concept within psychology, law, marketing, philosophy, environmental policy, and economics. Decision making is now understood to be a highly contingent form of information processing, sensitive to task complexity, time pressure, response mode, framing, reference points, and other contextual factors.
Author | : Alan Paul Bell |
Publisher | : |
Total Pages | : 264 |
Release | : 1981 |
Genre | : Health & Fitness |
ISBN | : |
An official publication of the Alfred C. Kinsey Institute for Sex Research.
Author | : Jerry J. Buccafusco |
Publisher | : CRC Press |
Total Pages | : 341 |
Release | : 2000-08-29 |
Genre | : Medical |
ISBN | : 1420041819 |
Using the most well-studied behavioral analyses of animal subjects to promote a better understanding of the effects of disease and the effects of new therapeutic treatments on human cognition, Methods of Behavior Analysis in Neuroscience provides a reference manual for molecular and cellular research scientists in both academia and the pharmaceutic
Author | : Christopher P. Chambers |
Publisher | : Cambridge University Press |
Total Pages | : 241 |
Release | : 2016-01-05 |
Genre | : Business & Economics |
ISBN | : 1107087805 |
The theory of revealed preference has a long, distinguished tradition in economics but lacked a systematic presentation of the theory until now. This book deals with basic questions in economic theory and studies situations in which empirical observations are consistent or inconsistent with some of the best known economic theories.
Author | : Till Grüne-Yanoff |
Publisher | : Springer Science & Business Media |
Total Pages | : 273 |
Release | : 2009-06-11 |
Genre | : Philosophy |
ISBN | : 9048125936 |
Changing preferencesis a phenomenonoften invoked but rarely properlyaccounted for. Throughout the history of the social sciences, researchers have come against the possibility that their subjects’ preferenceswere affected by the phenomenato be explainedor by otherfactorsnot taken into accountin the explanation.Sporadically, attempts have been made to systematically investigate these in uences, but none of these seems to have had a lasting impact. Today we are still not much further with respect to preference change than we were at the middle of the last century. This anthology hopes to provide a new impulse for research into this important subject. In particular, we have chosen two routes to amplify this impulse. First, we stress the use of modellingtechniquesfamiliar from economicsand decision theory. Instead of constructing complex, all-encompassing theories of preference change, the authors of this volume start with very simple, formal accounts of some possible and hopefully plausible mechanism of preference change. Eventually, these models may nd their way into larger, empirically adequate theories, but at this stage, we think that the most importantwork lies in building structure.Secondly,we stress the importance of interdisciplinary exchange. Only by drawing together experts from different elds can the complex empirical and theoretical issues in the modelling of preference change be adequately investigated.
Author | : Fenrong Liu |
Publisher | : Springer Science & Business Media |
Total Pages | : 202 |
Release | : 2011-05-30 |
Genre | : Philosophy |
ISBN | : 9400713444 |
Our preferences determine how we act and think, but exactly what the mechanics are and how they work is a central cause of concern in many disciplines. This book uses techniques from modern logics of information flow and action to develop a unified new theory of what preference is and how it changes. The theory emphasizes reasons for preference, as well as its entanglement with our beliefs. Moreover, the book provides dynamic logical systems which describe the explicit triggers driving preference change, including new information, suggestions, and commands. In sum, the book creates new bridges between many fields, from philosophy and computer science to economics, linguistics, and psychology. For the experienced scholar access to a large body of recent literature is provided and the novice gets a thorough introduction to the action and techniques of dynamic logic.
Author | : Raymond J. Dolan |
Publisher | : Academic Press |
Total Pages | : 357 |
Release | : 2012 |
Genre | : Business & Economics |
ISBN | : 0123814316 |
One of the most pressing questions in neuroscience, psychology and economics today is how does the brain generate preferences and make choices? With a unique interdisciplinary approach, this volume is among the first to explore the cognitive and neural mechanisms mediating the generation of the preferences that guide choice. From preferences determining mundane purchases, to social preferences influencing mating choice, through to moral decisions, the authors adopt diverse approaches to answer the question. Chapters explore the instability of preferences and the common neural processes that occur across preferences. Edited by one of the world's most renowned cognitive neuroscientists, each chapter is authored by an expert in the field, with a host of international contributors. Emphasis on common process underlying preference generation makes material applicable to a variety of disciplines - neuroscience, psychology, economics, law, philosophy, etc. Offers specific focus on how preferences are generated to guide decision making, carefully examining one aspect of the broad field of neuroeconomics and complementing existing volumes Features outstanding, international scholarship, with chapters written by an expert in the topic area
Author | : Baruch Fischhoff |
Publisher | : Springer Science & Business Media |
Total Pages | : 268 |
Release | : 2013-03-14 |
Genre | : Business & Economics |
ISBN | : 9401714061 |
Economists and psychologists have, on the whole, exhibited sharply different perspectives on the elicitation of preferences. Economists, who have made preference the central primitive in their thinking about human behavior, have for the most part rejected elicitation and have instead sought to infer preferences from observations of choice behavior. Psychologists, who have tended to think of preference as a context-determined subjective construct, have embraced elicitation as their dominant approach to measurement. This volume, based on a symposium organized by Daniel McFadden at the University of California at Berkeley, provides a provocative and constructive engagement between economists and psychologists on the elicitation of preferences.
Author | : Silvia Knobloch-Westerwick |
Publisher | : Routledge |
Total Pages | : 465 |
Release | : 2014-07-25 |
Genre | : Language Arts & Disciplines |
ISBN | : 1317675142 |
Mediated messages flood our daily lives, through virtually endless choices of media channels, genres, and content. However, selectivity determines what media messages we attend to and focus on. The present book examines the factors that influence this selectivity. Seminal books on selective media exposure were published in 1960 by Klapper and in 1985 by Zillmann and Bryant. But an integrated update on this research field is much needed, as rigorous selective exposure research has flourished in the new millennium. In the contexts of political communication, health communication, Internet use, entertainment consumption, and electronic games, the crucial question of how individuals choose what content they consume has garnered much attention. The present book integrates theories and empirical evidence from these domains and discusses the related research methodologies. In light of the ever-increasing abundance of media channels and messages, selective exposure has become more important than ever for media impacts. This monograph provides a comprehensive review of the research on selective exposure to media messages, which is at the heart of communication science and media effects. It is required reading for media scholars and researchers, and promises to influence and inspire future research.