Multi Objective Decision Making
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Multiobjective Decision Making
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Author : Vira Chankong
language : en
Publisher: Courier Dover Publications
Release Date : 2008-02-04
Multiobjective Decision Making written by Vira Chankong and has been published by Courier Dover Publications this book supported file pdf, txt, epub, kindle and other format this book has been release on 2008-02-04 with Technology & Engineering categories.
This first-rate text explores the theory and methodology of systems engineering in evaluating alternative courses of action and associated decision-making policies. It treats criteria as multidimensional, rather than scalar, in the development of normative theories. These contribute to a behavioral theory of decision making and provide guidance for exercising judgment. An introductory discussion of the systemic approach to judgment and decision is followed by explorations of psychological value measurements, utility, classical decision analysis, and vector optimization theory. The second section chiefly deals with methods of assessing and evaluating alternatives, including both noninteractive and interactive methods. A taxonomy and a comparative evaluation of methods conclude the text.
Multi Objective Decision Making
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Author : Simon French
language : en
Publisher:
Release Date : 1983
Multi Objective Decision Making written by Simon French and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1983 with Business & Economics categories.
Multi Objective Decision Making
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Author : Diederik M. Roijers
language : en
Publisher: Morgan & Claypool Publishers
Release Date : 2017-04-20
Multi Objective Decision Making written by Diederik M. Roijers and has been published by Morgan & Claypool Publishers this book supported file pdf, txt, epub, kindle and other format this book has been release on 2017-04-20 with Computers categories.
Many real-world decision problems have multiple objectives. For example, when choosing a medical treatment plan, we want to maximize the efficacy of the treatment, but also minimize the side effects. These objectives typically conflict, e.g., we can often increase the efficacy of the treatment, but at the cost of more severe side effects. In this book, we outline how to deal with multiple objectives in decision-theoretic planning and reinforcement learning algorithms. To illustrate this, we employ the popular problem classes of multi-objective Markov decision processes (MOMDPs) and multi-objective coordination graphs (MO-CoGs). First, we discuss different use cases for multi-objective decision making, and why they often necessitate explicitly multi-objective algorithms. We advocate a utility-based approach to multi-objective decision making, i.e., that what constitutes an optimal solution to a multi-objective decision problem should be derived from the available information about user utility. We show how different assumptions about user utility and what types of policies are allowed lead to different solution concepts, which we outline in a taxonomy of multi-objective decision problems. Second, we show how to create new methods for multi-objective decision making using existing single-objective methods as a basis. Focusing on planning, we describe two ways to creating multi-objective algorithms: in the inner loop approach, the inner workings of a single-objective method are adapted to work with multi-objective solution concepts; in the outer loop approach, a wrapper is created around a single-objective method that solves the multi-objective problem as a series of single-objective problems. After discussing the creation of such methods for the planning setting, we discuss how these approaches apply to the learning setting. Next, we discuss three promising application domains for multi-objective decision making algorithms: energy, health, and infrastructure and transportation. Finally, we conclude by outlining important open problems and promising future directions.
Objectives And Multi Objective Decision Making Under Uncertainty
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Author : J. Wilhelm
language : en
Publisher: Springer
Release Date : 2012-03-02
Objectives And Multi Objective Decision Making Under Uncertainty written by J. Wilhelm and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2012-03-02 with Business & Economics categories.
Multi Objective Decision Making
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Author :
language : en
Publisher:
Release Date : 1983
Multi Objective Decision Making written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1983 with Decision making categories.
Objectives And Multi Objective Decision Making Under Uncertainty
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Author : Jochen Wilhelm
language : en
Publisher: Springer
Release Date : 1975
Objectives And Multi Objective Decision Making Under Uncertainty written by Jochen Wilhelm and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 1975 with Decision-making categories.
Multi Objective Decision Making
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Author :
language : en
Publisher:
Release Date : 1983
Multi Objective Decision Making written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1983 with Decision making categories.
Multi Objective Group Decision Making Methods Software And Applications With Fuzzy Set Techniques With Cd Rom
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Author : Guang-quan Zhang
language : en
Publisher: World Scientific
Release Date : 2007-05-10
Multi Objective Group Decision Making Methods Software And Applications With Fuzzy Set Techniques With Cd Rom written by Guang-quan Zhang and has been published by World Scientific this book supported file pdf, txt, epub, kindle and other format this book has been release on 2007-05-10 with Business & Economics categories.
This book proposes a set of models to describe fuzzy multi-objective decision making (MODM), fuzzy multi-criteria decision making (MCDM), fuzzy group decision making (GDM) and fuzzy multi-objective group decision-making problems, respectively. It also gives a set of related methods (including algorithms) to solve these problems. One distinguishing feature of this book is that it provides two decision support systems software for readers to apply these proposed methods. A set of real-world applications and some new directions in this area are then described to further instruct readers how to use these methods and software in their practice./a
Fuzzy Multiple Objective Decision Making
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Author : Gwo-Hshiung Tzeng
language : en
Publisher: CRC Press
Release Date : 2016-04-19
Fuzzy Multiple Objective Decision Making written by Gwo-Hshiung Tzeng and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2016-04-19 with Business & Economics categories.
Multi-objective programming (MOP) can simultaneously optimize multi-objectives in mathematical programming models, but the optimization of multi-objectives triggers the issue of Pareto solutions and complicates the derived answers. To address these problems, researchers often incorporate the concepts of fuzzy sets and evolutionary algorithms into M
Implications Of Objective Function Type On Multi Objective Decision Making For Project Selection
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Author : Eric Fredrick Lane
language : en
Publisher:
Release Date : 1988
Implications Of Objective Function Type On Multi Objective Decision Making For Project Selection written by Eric Fredrick Lane and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1988 with Decision-making categories.