Making Uncertainty
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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.
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.
Radical Uncertainty Decision Making Beyond The Numbers
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Author : John Kay
language : en
Publisher: W. W. Norton & Company
Release Date : 2020-03-17
Radical Uncertainty Decision Making Beyond The Numbers written by John Kay and has been published by W. W. Norton & Company this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020-03-17 with Business & Economics categories.
Much economic advice is bogus quantification, warn two leading experts in this essential book, now with a preface on COVID-19. Invented numbers offer a false sense of security; we need instead robust narratives that give us the confidence to manage uncertainty. “An elegant and careful guide to thinking about personal and social economics, especially in a time of uncertainty. The timing is impeccable." — Christine Kenneally, New York Times Book Review Some uncertainties are resolvable. The insurance industry’s actuarial tables and the gambler’s roulette wheel both yield to the tools of probability theory. Most situations in life, however, involve a deeper kind of uncertainty, a radical uncertainty for which historical data provide no useful guidance to future outcomes. Radical uncertainty concerns events whose determinants are insufficiently understood for probabilities to be known or forecasting possible. Before President Barack Obama made the fateful decision to send in the Navy Seals, his advisers offered him wildly divergent estimates of the odds that Osama bin Laden would be in the Abbottabad compound. In 2000, no one—not least Steve Jobs—knew what a smartphone was; how could anyone have predicted how many would be sold in 2020? And financial advisers who confidently provide the information required in the standard retirement planning package—what will interest rates, the cost of living, and your state of health be in 2050?—demonstrate only that their advice is worthless. The limits of certainty demonstrate the power of human judgment over artificial intelligence. In most critical decisions there can be no forecasts or probability distributions on which we might sensibly rely. Instead of inventing numbers to fill the gaps in our knowledge, we should adopt business, political, and personal strategies that will be robust to alternative futures and resilient to unpredictable events. Within the security of such a robust and resilient reference narrative, uncertainty can be embraced, because it is the source of creativity, excitement, and profit.
Uncertainty In Entrepreneurial Decision Making
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Author : Panagiotis E. Petrakis
language : en
Publisher: Springer
Release Date : 2016-04-29
Uncertainty In Entrepreneurial Decision Making written by Panagiotis E. Petrakis and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2016-04-29 with Business & Economics categories.
Uncertainty in Entrepreneurial Decision Making fills an existing gap in understanding three key concepts of business management: entrepreneurship, uncertainty, and strategy. By extending the impact of uncertainty on entrepreneurship and the role of strategy in reducing uncertainty, Petrakis and Konstantakopoulou emphasize that uncertainty can be converted into creative advantage. Given that the business environment is changing both very quickly and very often, any wrong decisions taken can lead to devastation. This exciting new volume explains the reasons why we cannot see the complete the future and our position in it. This uncertainty affects entrepreneurship and how it can be turned into a competitive advantage for businesses sustainability.
Affective Decision Making Under Uncertainty
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Author : Donald J. Brown
language : en
Publisher: Springer Nature
Release Date : 2020-12-18
Affective Decision Making Under Uncertainty written by Donald J. Brown and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020-12-18 with Business & Economics categories.
This book is an exploration of the ubiquity of ambiguity in decision-making under uncertainty. It presents various essays on behavioral economics and behavioral finance that draw on the theory of Black Swans (Taleb 2010), which argues for a distinction between unprecedented events in our past and unpredictable events in our future. The defining property of Black Swan random events is that they are unpredictable, i.e., highly unlikely random events. In this text, Mandelbrot’s (1972) operational definition of risky random unpredictable events is extended to Black Swan assets – assets for which the cumulative probability distribution or conditional probability distribution of random future asset returns is a power distribution. Ambiguous assets are assets for which the uncertainties of future returns are not risks. Consequently, there are two disjoint classes of Black Swan assets: Risky Black Swan assets and Ambiguous Black Swan assets, a new class of ambiguous assets with unpredictable random future outcomes. The text is divided into two parts, the first of which focuses on affective moods, introduces affective utility functions and discusses the ambiguity of Black Swans. The second part, which shifts the spotlight to affective equilibrium in asset markets, features chapters on affective portfolio analysis and Walrasian and Gorman Polar Form Equilibrium Inequalities. In order to gain the most from the book, readers should have completed the standard introductory graduate courses on microeconomics, behavioral finance, and convex optimization. The book is intended for advanced undergraduates, graduate students and post docs specializing in economic theory, experimental economics, finance, mathematics, computer science or data analysis.
Advances In Decision Making Under Risk And Uncertainty
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Author : Mohammed Abdellaoui
language : en
Publisher: Springer Science & Business Media
Release Date : 2008-08-29
Advances In Decision Making Under Risk And Uncertainty written by Mohammed Abdellaoui 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 2008-08-29 with Business & Economics categories.
Whether we like it or not we all feel that the world is uncertain. From choosing a new technology to selecting a job, we rarely know in advance what outcome will result from our decisions. Unfortunately, the standard theory of choice under uncertainty developed in the early forties and fifties turns out to be too rigid to take many tricky issues of choice under uncertainty into account. The good news is that we have now moved away from the early descriptively inadequate modeling of behavior. This book brings the reader into contact with the accomplished progress in individual decision making through the most recent contributions to uncertainty modeling and behavioral decision making. It also introduces the reader into the many subtle issues to be resolved for rational choice under uncertainty.
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.
Creative Decision Making
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Author : H. B. Gelatt
language : en
Publisher: Crisp Pub Incorporated
Release Date : 2003
Creative Decision Making written by H. B. Gelatt and has been published by Crisp Pub Incorporated this book supported file pdf, txt, epub, kindle and other format this book has been release on 2003 with Business & Economics categories.
You have probably been taught to use your logic and reasoning to make the best decisions. Although this is certainly sensible advice, the future is unpredictable, and uncertainty can never be eliminated from the decision-making process. The key is to be positive about uncertainty, that is approaching every decision with an open mind to create more future possibilities, even while assuming that change is inevitable. You have probably been taught to use your logic and reasoning to make the best decisions. Although this is certainly sensible advice, the future is unpredictable, and uncertainty can never be eliminated from the decision-making process. The key is to be positive about uncertainty, that is approaching every decision with an open mind to create more future possibilities, even while assuming that change is inevitable.
Uncertainty And Possibility
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Author : Yoko Akama
language : en
Publisher: Routledge
Release Date : 2020-06-08
Uncertainty And Possibility written by Yoko Akama and has been published by Routledge this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020-06-08 with Social Science categories.
Uncertainty and possibility are emerging as both theoretical concepts and fields of empirical investigation, as scholars and practitioners seek new creative, hopeful and speculative modes of understanding and intervening in a world of crisis.This book offers new perspectives on the central issues of uncertainty and possibility, and identifies new research methods which take advantage of disruptive and experimental techniques. Advancing a practical agenda for future making, it reveals how uncertainty can be engaged as a generative ‘technology’ for understanding, researching and intervening in the world. Drawing on key themes in creative methodologies, such as making, essaying, inhabiting and attuning, chapters explore contemporary sites of practice. The book looks at maker spaces and technology design, the imaginaries of architectural design, the temporalities of built cultural heritage, and interdisciplinary making and performing. Based on the authors' own academic work and their applied research with a range of different organizations, Uncertainty and Possibility outlines new opportunities for research and intervention. It is essential reading for students, scholars and practitioners in design anthropology and human-centred design.
Uncertainty In Risk Assessment Risk Management And Decision Making
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Author : V.T. Covello
language : en
Publisher: Springer Science & Business Media
Release Date : 2013-03-08
Uncertainty In Risk Assessment Risk Management And Decision Making written by V.T. Covello 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 2013-03-08 with Technology & Engineering categories.
The subject of this volume--uncertainties in risk assessment and management--reflects an important theme in health, safety, and environ mental decision making. MOst technological hazards are characterized by substantial uncertainty. Recent examples include nuclear waste disposal, acid rain, asbestos in schools, carcinogens in food, and hazardous waste. realing with such uncertainty is arguably the most difficult and challeng ing task facing risk assessors and managers today. Four primary sources of uncertainty in risk assessment and management can be identified: (1) uncertainties about definitions; (2) uncertainties about scientific facts; (3) uncertainties about risk perceptions and atti tudes; and (4) uncertainties about values. Uncertainties about definitions derive primarily from disagreements about the meaning and interpretation of key concepts, such as probability. Uncertainties about scientific facts derive primarily from disagreements about failure modes, the probability and magnitude of adverse health or environmental consequences, cause and effect relationships, dose-response relationships, and exposure patterns. Uncertainties about risk perceptions and attitudes derive primarily from disagreements about what constitutes a significant or acceptable level of risk. Uncertainties about values derive primarily from disagreements about the desirability or worth of alternative risk management actions or conse quences. The papers in this volume address each of these sources of uncertainty from a variety of perspectives. Reflecting the broad scope of risk assess ment and risk management research, the papers include contributions from safety engineers, epidemiologists, toxicologists, chemists, biostatisticians, biologists, decision analysts, economists, psychologists, political scien tists, sociologists, ethicists, and lawyers.