Uncertain Decisions
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Decision Making Under Uncertainty
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Author : Mykel J. Kochenderfer
language : en
Publisher: MIT Press
Release Date : 2015-07-24
Decision Making Under Uncertainty written by Mykel J. Kochenderfer and has been published by MIT Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2015-07-24 with Computers categories.
An introduction to decision making under uncertainty from a computational perspective, covering both theory and applications ranging from speech recognition to airborne collision avoidance. Many important problems involve decision making under uncertainty—that is, choosing actions based on often imperfect observations, with unknown outcomes. Designers of automated decision support systems must take into account the various sources of uncertainty while balancing the multiple objectives of the system. This book provides an introduction to the challenges of decision making under uncertainty from a computational perspective. It presents both the theory behind decision making models and algorithms and a collection of example applications that range from speech recognition to aircraft collision avoidance. Focusing on two methods for designing decision agents, planning and reinforcement learning, the book covers probabilistic models, introducing Bayesian networks as a graphical model that captures probabilistic relationships between variables; utility theory as a framework for understanding optimal decision making under uncertainty; Markov decision processes as a method for modeling sequential problems; model uncertainty; state uncertainty; and cooperative decision making involving multiple interacting agents. A series of applications shows how the theoretical concepts can be applied to systems for attribute-based person search, speech applications, collision avoidance, and unmanned aircraft persistent surveillance. Decision Making Under Uncertainty unifies research from different communities using consistent notation, and is accessible to students and researchers across engineering disciplines who have some prior exposure to probability theory and calculus. It can be used as a text for advanced undergraduate and graduate students in fields including computer science, aerospace and electrical engineering, and management science. It will also be a valuable professional reference for researchers in a variety of disciplines.
The Art Of Decisions
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Author : Chris Blake
language : en
Publisher: FT Press
Release Date : 2010
The Art Of Decisions written by Chris Blake and has been published by FT Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2010 with Business & Economics categories.
The Fast-Paced, Fun-to-Read Guide to Making Better Decisions! How much information do you really need to make a business decision? Why don't past winners keep on winning? When should you fold your hand, and when should you press on? In The Art of Decisions, Chris Blake reveals the amazing hidden realities beneath human decision making-and helps you optimize every decision you make. Blake begins by exploding the #1 myth of decision making: the idea that if you have enough knowledge, you can engineer away all risk and make a rational, objective decision that's nearly guaranteed to succeed. Next, Blake turns to the decision-making process itself, teaching better ways to make decisions in a world full of uncertainty, randomness, and tough luck. Drawing on the secrets of psychology, poker, and probability, you'll learn how to identify and overcome biases and errors that constantly creep into the decision-making process. You'll discover the power and pitfalls of intuition in familiar and unfamiliar environments and learn "rules of thumb" drawn from fields as diverse as gambling and computer programming. You're human. You'll never be perfect. But if you want to be right more often, when it matters most, this book will get you there. * Decision-making lessons from Texas Hold'em What to do about the risks and randomness you can't eliminate * Follow your instinct or follow the rules? When to use your intuition--and when to doubt it * Know when it's time to decide How to know when you know enough * Make better decisions in unfamiliar environments Hire a guide or make a map?
Uncertain Decisions
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Author : Luigi Luini
language : en
Publisher: Springer Science & Business Media
Release Date : 2012-12-06
Uncertain Decisions written by Luigi Luini and has been published by Springer Science & Business Media this book supported file pdf, txt, epub, kindle and other format this book has been release on 2012-12-06 with Business & Economics categories.
Uncertain Decisions: Bridging Theory and Experiments presents advanced directions of thinking on decision theory - in particular the more recent contributions on non-expected utility theory, fuzzy decision theory and case-based theory. This work also provides theoretical insights on measures of risk aversion and on new problems for general equilibrium analysis. It analyzes how the thinking that underlies the theories described above spills over into real decisions, and how the thinking that underlies these real decisions can explain the discrepancies between theoretical approaches and actual behavior. This work elaborates on how the most recent laboratory experiments have become an important source both for evaluating the leading theory of choice and decision, and for contributing to the formation of new models regarding the subject.
Theory Of Decision Under Uncertainty
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Author : Itzhak Gilboa
language : en
Publisher: Cambridge University Press
Release Date : 2009-03-16
Theory Of Decision Under Uncertainty written by Itzhak Gilboa and has been published by Cambridge University Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2009-03-16 with Business & Economics categories.
This book describes the classical axiomatic theories of decision under uncertainty, as well as critiques thereof and alternative theories. It focuses on the meaning of probability, discussing some definitions and surveying their scope of applicability. The behavioral definition of subjective probability serves as a way to present the classical theories, culminating in Savage's theorem. The limitations of this result as a definition of probability lead to two directions - first, similar behavioral definitions of more general theories, such as non-additive probabilities and multiple priors, and second, cognitive derivations based on case-based techniques.
Decision Making Under Uncertainty In Electricity Markets
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Author : Antonio J. Conejo
language : en
Publisher: Springer Science & Business Media
Release Date : 2010-09-08
Decision Making Under Uncertainty In Electricity Markets written by Antonio J. Conejo and has been published by Springer Science & Business Media this book supported file pdf, txt, epub, kindle and other format this book has been release on 2010-09-08 with Business & Economics categories.
Decision Making Under Uncertainty in Electricity Markets provides models and procedures to be used by electricity market agents to make informed decisions under uncertainty. These procedures rely on well established stochastic programming models, which make them efficient and robust. Particularly, these techniques allow electricity producers to derive offering strategies for the pool and contracting decisions in the futures market. Retailers use these techniques to derive selling prices to clients and energy procurement strategies through the pool, the futures market and bilateral contracting. Using the proposed models, consumers can derive the best energy procurement strategies using the available trading floors. The market operator can use the techniques proposed in this book to clear simultaneously energy and reserve markets promoting efficiency and equity. The techniques described in this book are of interest for professionals working on energy markets, and for graduate students in power engineering, applied mathematics, applied economics, and operations research.
Info Gap Decision Theory
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Author : Yakov Ben-Haim
language : en
Publisher: Elsevier
Release Date : 2006-10-11
Info Gap Decision Theory written by Yakov Ben-Haim and has been published by Elsevier this book supported file pdf, txt, epub, kindle and other format this book has been release on 2006-10-11 with Computers categories.
Everyone makes decisions, but not everyone is a decision analyst. A decision analyst uses quantitative models and computational methods to formulate decision algorithms, assess decision performance, identify and evaluate options, determine trade-offs and risks, evaluate strategies for investigation, and so on. Info-Gap Decision Theory is written for decision analysts. The term "decision analyst" covers an extremely broad range of practitioners. Virtually all engineers involved in design (of buildings, machines, processes, etc.) or analysis (of safety, reliability, feasibility, etc.) are decision analysts, usually without calling themselves by this name. In addition to engineers, decision analysts work in planning offices for public agencies, in project management consultancies, they are engaged in manufacturing process planning and control, in financial planning and economic analysis, in decision support for medical or technological diagnosis, and so on and on. Decision analysts provide quantitative support for the decision-making process in all areas where systematic decisions are made. This second edition entails changes of several sorts. First, info-gap theory has found application in several new areas - especially biological conservation, economic policy formulation, preparedness against terrorism, and medical decision-making. Pertinent new examples have been included. Second, the combination of info-gap analysis with probabilistic decision algorithms has found wide application. Consequently "hybrid" models of uncertainty, which were treated exclusively in a separate chapter in the previous edition, now appear throughout the book as well as in a separate chapter. Finally, info-gap explanations of robust-satisficing behavior, and especially the Ellsberg and Allais "paradoxes", are discussed in a new chapter together with a theorem indicating when robust-satisficing will have greater probability of success than direct optimizing with uncertain models. New theory developed systematically Many examples from diverse disciplines Realistic representation of severe uncertainty Multi-faceted approach to risk Quantitative model-based decision theory
Risk How To Make Decisions In An Uncertain World
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Author : Zeger Degraeve
language : en
Publisher: Dreamtech Press
Release Date : 2006
Risk How To Make Decisions In An Uncertain World written by Zeger Degraeve and has been published by Dreamtech Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2006 with categories.
The book is a concise overview of the principles of risk management and decision making. It helps you analyse risks, choose the right way to handle them and improve your decision making. The book is a concise overview of the principles of risk management and decision making. It helps you analyse risks, choose the right way to handle them and improve your decision making.
Radical Uncertainty
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Author : Mervyn King
language : en
Publisher: Hachette UK
Release Date : 2020-03-05
Radical Uncertainty written by Mervyn King and has been published by Hachette UK this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020-03-05 with Business & Economics categories.
'A brilliant new book' Daily Telegraph 'Well written . . . and often entertaining' The Times 'A sparkling analysis' Prospect When uncertainty is all around us, and the facts are not clear, how can we make good decisions? We do not know what the future will hold, particularly in the midst of a crisis, but we must make decisions anyway. We regularly crave certainties which cannot exist and invent knowledge we cannot have, forgetting that humans are successful because we have adapted to an environment that we understand only imperfectly. Throughout history we have developed a variety of ways of coping with the radical uncertainty that defines our lives. This incisive and eye-opening book draws on biography, history, mathematics, economics and philosophy to highlight the most successful - and most short-sighted - methods of dealing with an unknowable future. Ultimately, the authors argue, the prevalent method of our age falls short, giving us a false understanding of our power to make predictions, leading to many of the problems we experience today. Tightly argued, provocative and written with wit and flair, Radical Uncertainty is at once an exploration of the limits of numbers and a celebration of human instinct and wisdom.
Theory And Approaches Of Group Decision Making With Uncertain Linguistic Expressions
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Author : Hai Wang
language : en
Publisher: Springer
Release Date : 2019-01-12
Theory And Approaches Of Group Decision Making With Uncertain Linguistic Expressions written by Hai Wang and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2019-01-12 with Business & Economics categories.
This book mainly introduces a series of theory and approaches of group decision-making based on several types of uncertain linguistic expressions and addresses their applications. The book pursues three major objectives: (1) to introduce some techniques to model several types of natural linguistic expressions; (2) to handle these expressions in group decision-making; and (3) to clarify the involved approaches by practical applications. The book is especially valuable for readers to understand how linguistic expressions could be employed and operated to make decisions, and motivates researchers to consider more types of natural linguistic expressions in decision analysis under uncertainties.
Uncertainty And Behaviour
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Author : Melanie E. Kreye
language : en
Publisher: Routledge
Release Date : 2016-04-14
Uncertainty And Behaviour written by Melanie E. Kreye and has been published by Routledge this book supported file pdf, txt, epub, kindle and other format this book has been release on 2016-04-14 with Business & Economics categories.
Uncertainty affects us in our everyday lives, and in a wide range of situations but how do individuals and indeed organisations respond to uncertainty and how does it impact their decision-making and actions? Based on the latest developments in academic research, the author offers solid advice on how to manage uncertainty in every-day life, bringing a new perspective to these issues and extrapolating this to offer implications for an organisational and managerial context. The author brings this emerging area of research to a wider audience by: Tying together insights from various fields including psychology, engineering, business and management. Creating a framework for usefully applying the research concepts in every-day life. Extrapolating insights from the psychology of individual decision makers to the organisational context and managerial decision-making. Creating highly applicable and impactful recommendations for how managers, organisations, and every day people can understand and manage uncertainty in their life. The book is divided into two main parts. Part I deals with the behaviour of individuals facing uncertainty and includes accessible explanations and examples of every-day applications, while Part II deals with behaviour in organisations facing uncertainty, where insights from Part I are combined and related to the organisational and work context to explore how, for example, (mis)-perceptions and decision-making biases impact managerial life. This is a must read for both managers and those who are seeking to better understand their own behaviour and management approach.