Multi Objective Decision Analysis

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Multi-objective Decision Analysis

Author : Clinton W. Brownley
Publisher : Business Expert Press
ISBN 13 : 1606494538
Total Pages : 172 pages
Book Rating : 4.6/5 (64 download)

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Book Synopsis Multi-objective Decision Analysis by : Clinton W. Brownley

Download or read book Multi-objective Decision Analysis written by Clinton W. Brownley and published by Business Expert Press. This book was released on 2013-03-28 with total page 172 pages. Available in PDF, EPUB and Kindle. Book excerpt: Whether managing strategy, operations or products, knowing how to make the best decision in a complex, uncertain business environment is difficult. You might be faced with multiple, competing objectives, which means making trade-offs. To complicate matters, any uncertainty makes it hard to explicitly understand how different objectives will impact potential outcomes. This book will help you face these problems. It provides a decision analysis framework implemented as a simple spreadsheet tool. This multi-objective decision analysis framework helps you to measure trade-offs among objectives and incorporate uncertainties and risk preferences. With this book, you will be able to identify what information is needed to make a decision, define how that information should be combined, and, finally, provide quantifiable evidence to clearly communicate and justify the decision. The process involves minimal overhead and is perfect for busy professionals who need a simple, structured process for making, tracking, and communicating decisions. This process makes decision making more efficient by focusing only on information and factors that are well-defined, measureable, and relevant to the decision at hand. The framework requires clear characterization of a decision, ensuring that it can be traced and is consistent with the intended objectives and organizational values. Using this structured decision-making framework, anyone can consistently make better decisions to gain competitive and strategic advantage.

Decisions with Multiple Objectives

Author : Ralph L. Keeney
Publisher : Cambridge University Press
ISBN 13 : 9780521438834
Total Pages : 596 pages
Book Rating : 4.4/5 (388 download)

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Book Synopsis Decisions with Multiple Objectives by : Ralph L. Keeney

Download or read book Decisions with Multiple Objectives written by Ralph L. Keeney and published by Cambridge University Press. This book was released on 1993-07 with total page 596 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book describes how a confused decision maker, who wishes to make a reasonable and responsible choice among alternatives, can systematically probe their thoughts and feelings in order to make the critically important trade-offs between incommensurable objectives.

Multiple Objective Decision Making — Methods and Applications

Author : C.-L. Hwang
Publisher : Springer Science & Business Media
ISBN 13 : 3642455115
Total Pages : 366 pages
Book Rating : 4.6/5 (424 download)

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Book Synopsis Multiple Objective Decision Making — Methods and Applications by : C.-L. Hwang

Download or read book Multiple Objective Decision Making — Methods and Applications written by C.-L. Hwang and published by Springer Science & Business Media. This book was released on 2012-12-06 with total page 366 pages. Available in PDF, EPUB and Kindle. Book excerpt: Decision making is the process of selecting a possible course of action from all the available alternatives. In almost all such problems the multiplicity of criteria for judging the alternatives is pervasive. That is, for many such problems, the decision maker (OM) wants to attain more than one objective or goal in selecting the course of action while satisfying the constraints dictated by environment, processes, and resources. Another characteristic of these problems is that the objectives are apparently non commensurable. Mathematically, these problems can be represented as: (1. 1 ) subject to: gi(~) ~ 0, ,', . . . ,. ! where ~ is an n dimensional decision variable vector. The problem consists of n decision variables, m constraints and k objectives. Any or all of the functions may be nonlinear. In literature this problem is often referred to as a vector maximum problem (VMP). Traditionally there are two approaches for solving the VMP. One of them is to optimize one of the objectives while appending the other objectives to a constraint set so that the optimal solution would satisfy these objectives at least up to a predetermined level. The problem is given as: Max f. ~) 1 (1. 2) subject to: where at is any acceptable predetermined level for objective t. The other approach is to optimize a super-objective function created by multiplying each 2 objective function with a suitable weight and then by adding them together.

Trends in Multiple Criteria Decision Analysis

Author : Salvatore Greco
Publisher : Springer Science & Business Media
ISBN 13 : 1441959041
Total Pages : 412 pages
Book Rating : 4.4/5 (419 download)

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Book Synopsis Trends in Multiple Criteria Decision Analysis by : Salvatore Greco

Download or read book Trends in Multiple Criteria Decision Analysis written by Salvatore Greco and published by Springer Science & Business Media. This book was released on 2010-09-10 with total page 412 pages. Available in PDF, EPUB and Kindle. Book excerpt: Multiple Criteria Decision Making (MCDM) is the study of methods and procedures by which concerns about multiple conflicting criteria can be formally incorporated into the management planning process. A key area of research in OR/MS, MCDM is now being applied in many new areas, including GIS systems, AI, and group decision making. This volume is in effect the third in a series of Springer books by these editors (all in the ISOR series), and it brings all the latest developments in MCDM into focus. Looking at developments in the applications, methodologies and foundations of MCDM, it presents research from leaders in the field on such topics as Problem Structuring Methodologies; Measurement Theory and MCDA; Recent Developments in Evolutionary Multiobjective Optimization; Habitual Domains and Dynamic MCDM in Changeable Spaces; Stochastic Multicriteria Acceptability Analysis; and many more chapters.

Sensitivity Analysis in Multi-objective Decision Making

Author : David Rios Insua
Publisher : Springer Science & Business Media
ISBN 13 : 3642516564
Total Pages : 193 pages
Book Rating : 4.6/5 (425 download)

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Book Synopsis Sensitivity Analysis in Multi-objective Decision Making by : David Rios Insua

Download or read book Sensitivity Analysis in Multi-objective Decision Making written by David Rios Insua and published by Springer Science & Business Media. This book was released on 2013-06-29 with total page 193 pages. Available in PDF, EPUB and Kindle. Book excerpt: The axiomatic foundations of the Bayesian approach to decision making assurne precision in the decision maker's judgements. In practicc, dccision makers often provide only partial and/or doubtful information. We unify and expand results to deal with those cases introducing a general framework for sensitivity analysis in multi-objective decision making. We study first decision making problems under partial information. We provide axioms leading to modelling preferences by families of value functions, in problems under certainty, and moJelling beliefs by families of probability distributions and preferences by familics of utility functions, in problems under uncertainty. Both problems are treated in parallel with the same parametric model. Alternatives are ordered in a Pareto sense, the solution of the problem being the set of non dominated alternatives. Potentially optimal solutions also seem acceptable, from an intuitive point of view and due to their relation with the nondominated ones. Algorithms are provided to compute these solutions in general problems and in cases typical in practice: linear and bilinear problems. Other solution concepts are criticised on the grounds of being ad hoc. In summary, we have a more ro bust theory of decision making based on a weaker set ofaxioms, but embodying coherence, since it essentially implies carrying out a family of coherent dccision anitlyses.

Multi-criteria Decision Analysis for Supporting the Selection of Engineering Materials in Product Design

Author : Ali Jahan
Publisher : Butterworth-Heinemann
ISBN 13 : 0081005415
Total Pages : 252 pages
Book Rating : 4.0/5 (81 download)

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Book Synopsis Multi-criteria Decision Analysis for Supporting the Selection of Engineering Materials in Product Design by : Ali Jahan

Download or read book Multi-criteria Decision Analysis for Supporting the Selection of Engineering Materials in Product Design written by Ali Jahan and published by Butterworth-Heinemann. This book was released on 2016-02-17 with total page 252 pages. Available in PDF, EPUB and Kindle. Book excerpt: Multi-criteria Decision Analysis for Supporting the Selection of Engineering Materials in Product Design, Second Edition, provides readers with tactics they can use to optimally select materials to satisfy complex design problems when they are faced with the vast range of materials available. Current approaches to materials selection range from the use of intuition and experience, to more formalized computer-based methods, such as electronic databases with search engines to facilitate the materials selection process. Recently, multi-criteria decision-making (MCDM) methods have been applied to materials selection, demonstrating significant capability for tackling complex design problems. This book describes the rapidly growing field of MCDM and its application to materials selection. It aids readers in producing successful designs by improving the decision-making process. This new edition updates and expands previous key topics, including new chapters on materials selection in the context of design problem-solving and multiple objective decision-making, also presenting a significant amount of additional case studies that will aid in the learning process. Describes the advantages of Quality Function Deployment (QFD) in the materials selection process through different case studies Presents a methodology for multi-objective material design optimization that employs Design of Experiments coupled with Finite Element Analysis Supplements existing quantitative methods of materials selection by allowing simultaneous consideration of design attributes, component configurations, and types of material Provides a case study for simultaneous materials selection and geometrical optimization processes

Multi-Objective Decision Making

Author : Diederik M. Zhou
Publisher : Springer Nature
ISBN 13 : 3031015762
Total Pages : 111 pages
Book Rating : 4.0/5 (31 download)

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Book Synopsis Multi-Objective Decision Making by : Diederik M. Zhou

Download or read book Multi-Objective Decision Making written by Diederik M. Zhou and published by Springer Nature. This book was released on 2022-05-31 with total page 111 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.

Improving Homeland Security Decisions

Author : Ali E. Abbas
Publisher : Cambridge University Press
ISBN 13 : 1107161886
Total Pages : 787 pages
Book Rating : 4.1/5 (71 download)

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Book Synopsis Improving Homeland Security Decisions by : Ali E. Abbas

Download or read book Improving Homeland Security Decisions written by Ali E. Abbas and published by Cambridge University Press. This book was released on 2017-11-02 with total page 787 pages. Available in PDF, EPUB and Kindle. Book excerpt: Are we safer from terrorism today and is our homeland security money well spent? This book offers answers and more.

Fuzzy Multiple Objective Decision Making

Author : Gwo-Hshiung Tzeng
Publisher : CRC Press
ISBN 13 : 1466554622
Total Pages : 317 pages
Book Rating : 4.4/5 (665 download)

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Book Synopsis Fuzzy Multiple Objective Decision Making by : Gwo-Hshiung Tzeng

Download or read book Fuzzy Multiple Objective Decision Making written by Gwo-Hshiung Tzeng and published by CRC Press. This book was released on 2016-04-19 with total page 317 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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

Strategic Decision Making

Author : Craig W. Kirkwood
Publisher : Brooks/Cole
ISBN 13 :
Total Pages : 388 pages
Book Rating : 4.X/5 (4 download)

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Book Synopsis Strategic Decision Making by : Craig W. Kirkwood

Download or read book Strategic Decision Making written by Craig W. Kirkwood and published by Brooks/Cole. This book was released on 1997 with total page 388 pages. Available in PDF, EPUB and Kindle. Book excerpt: This work on strategic decision making focuses on multi-objective decision analysis with spreadsheets

Multiobjective Decision Making

Author : Vira Chankong
Publisher : Courier Dover Publications
ISBN 13 : 0486462897
Total Pages : 430 pages
Book Rating : 4.4/5 (864 download)

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Book Synopsis Multiobjective Decision Making by : Vira Chankong

Download or read book Multiobjective Decision Making written by Vira Chankong and published by Courier Dover Publications. This book was released on 2008-02-04 with total page 430 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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 Group Decision Making

Author : Jie Lu
Publisher : Imperial College Press
ISBN 13 : 1860948596
Total Pages : 407 pages
Book Rating : 4.8/5 (69 download)

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Book Synopsis Multi-objective Group Decision Making by : Jie Lu

Download or read book Multi-objective Group Decision Making written by Jie Lu and published by Imperial College Press. This book was released on 2007 with total page 407 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.

Multi-objective Decision Making

Author : Simon French
Publisher :
ISBN 13 :
Total Pages : 350 pages
Book Rating : 4.F/5 ( download)

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Book Synopsis Multi-objective Decision Making by : Simon French

Download or read book Multi-objective Decision Making written by Simon French and published by . This book was released on 1983 with total page 350 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Multi-Criteria Decision Making

Author : Jitesh J. Thakkar
Publisher : Springer Nature
ISBN 13 : 9813347457
Total Pages : 393 pages
Book Rating : 4.8/5 (133 download)

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Book Synopsis Multi-Criteria Decision Making by : Jitesh J. Thakkar

Download or read book Multi-Criteria Decision Making written by Jitesh J. Thakkar and published by Springer Nature. This book was released on 2021-02-08 with total page 393 pages. Available in PDF, EPUB and Kindle. Book excerpt: p="" The book covers the domain of multi-criteria decision making, a topic which has gained significant attention of researchers and practitioners spanning a variety of disciplines for enhancing their decision making in real life situation. The topics in this volume help readers understand the techniques in the model building and analysis stage. The chapters cover a variety of techniques and their applications for interesting problems. This book will be of interest to readers in diverse disciplines such as engineering, business, management, humanities, psychology and law. ^

Multicriteria and Multiobjective Models for Risk, Reliability and Maintenance Decision Analysis

Author : Adiel Teixeira de Almeida
Publisher : Springer
ISBN 13 : 3319179691
Total Pages : 395 pages
Book Rating : 4.3/5 (191 download)

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Book Synopsis Multicriteria and Multiobjective Models for Risk, Reliability and Maintenance Decision Analysis by : Adiel Teixeira de Almeida

Download or read book Multicriteria and Multiobjective Models for Risk, Reliability and Maintenance Decision Analysis written by Adiel Teixeira de Almeida and published by Springer. This book was released on 2015-07-01 with total page 395 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book integrates multiple criteria concepts and methods for problems within the Risk, Reliability and Maintenance (RRM) context. The concepts and foundations related to RRM are considered for this integration with multicriteria approaches. In the book, a general framework for building decision models is presented and this is illustrated in various chapters by discussing many different decision models related to the RRM context. The scope of the book is related to ways of how to integrate Applied Probability and Decision Making. In Applied Probability, this mainly includes: decision analysis and reliability theory, amongst other topics closely related to risk analysis and maintenance. In Decision Making, it includes a broad range of topics in MCDM (Multi-Criteria Decision Making) and MCDA (Multi-Criteria Decision Aiding; also known as Multi-Criteria Decision Analysis). In addition to decision analysis, some of the topics related to Mathematical Programming area are briefly considered, such as multiobjective optimization, since methods related to these topics have been applied to the context of RRM. The book addresses an innovative treatment for the decision making in RRM, thereby improving the integration of fundamental concepts from the areas of both RRM and decision making. This is accomplished by presenting an overview of the literature on decision making in RRM. Some pitfalls of decision models when applying them to RRM in practice are discussed and guidance on overcoming these drawbacks is offered. The procedure enables multicriteria models to be built for the RRM context, including guidance on choosing an appropriate multicriteria method for a particular problem faced in the RRM context. The book also includes many research advances in these topics. Most of the multicriteria decision models that are described are specific applications that have been influenced by this research and the advances in this field. Multicriteria and Multiobjective Models for Risk, Reliability and Maintenance Decision Analysis is implicitly structured in three parts, with 12 chapters. The first part deals with MCDM/A concepts methods and decision processes. The second part presents the main concepts and foundations of RRM. Finally the third part deals with specific decision problems in the RRM context approached with MCDM/A models.

Multiple Criteria Decision Analysis

Author : Salvatore Greco
Publisher : Springer
ISBN 13 : 149393094X
Total Pages : 1347 pages
Book Rating : 4.4/5 (939 download)

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Book Synopsis Multiple Criteria Decision Analysis by : Salvatore Greco

Download or read book Multiple Criteria Decision Analysis written by Salvatore Greco and published by Springer. This book was released on 2016-02-18 with total page 1347 pages. Available in PDF, EPUB and Kindle. Book excerpt: In two volumes, this new edition presents the state of the art in Multiple Criteria Decision Analysis (MCDA). Reflecting the explosive growth in the field seen during the last several years, the editors not only present surveys of the foundations of MCDA, but look as well at many new areas and new applications. Individual chapter authors are among the most prestigious names in MCDA research, and combined their chapters bring the field completely up to date. Part I of the book considers the history and current state of MCDA, with surveys that cover the early history of MCDA and an overview that discusses the “pre-theoretical” assumptions of MCDA. Part II then presents the foundations of MCDA, with individual chapters that provide a very exhaustive review of preference modeling, along with a chapter devoted to the axiomatic basis of the different models that multiple criteria preferences. Part III looks at outranking methods, with three chapters that consider the ELECTRE methods, PROMETHEE methods, and a look at the rich literature of other outranking methods. Part IV, on Multiattribute Utility and Value Theories (MAUT), presents chapters on the fundamentals of this approach, the very well known UTA methods, the Analytic Hierarchy Process (AHP) and its more recent extension, the Analytic Network Process (ANP), as well as a chapter on MACBETH (Measuring Attractiveness by a Categorical Based Evaluation Technique). Part V looks at Non-Classical MCDA Approaches, with chapters on risk and uncertainty in MCDA, the decision rule approach to MCDA, the fuzzy integral approach, the verbal decision methods, and a tentative assessment of the role of fuzzy sets in decision analysis. Part VI, on Multiobjective Optimization, contains chapters on recent developments of vector and set optimization, the state of the art in continuous multiobjective programming, multiobjective combinatorial optimization, fuzzy multicriteria optimization, a review of the field of goal programming, interactive methods for solving multiobjective optimization problems, and relationships between MCDA and evolutionary multiobjective optimization (EMO). Part VII, on Applications, selects some of the most significant areas, including contributions of MCDA in finance, energy planning problems, telecommunication network planning and design, sustainable development, and portfolio analysis. Finally, Part VIII, on MCDM software, presents well known MCDA software packages.

Multi-Criteria Decision Analysis via Ratio and Difference Judgement

Author : Freerk A. Lootsma
Publisher : Springer Science & Business Media
ISBN 13 : 0585280088
Total Pages : 292 pages
Book Rating : 4.5/5 (852 download)

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Book Synopsis Multi-Criteria Decision Analysis via Ratio and Difference Judgement by : Freerk A. Lootsma

Download or read book Multi-Criteria Decision Analysis via Ratio and Difference Judgement written by Freerk A. Lootsma and published by Springer Science & Business Media. This book was released on 2007-08-23 with total page 292 pages. Available in PDF, EPUB and Kindle. Book excerpt: The point of departure in the present book is that the decision makers, involved in the evaluation of alternatives under conflicting criteria, express their preferential judgement by estimating ratios of subjective values or differences of the corresponding logarithms, the so-called grades. Three MCDA methods are studied in detail: the Simple Multi-Attribute Rating Technique SMART, as well as the Additive and the Multiplicative AHP, both pairwise-comparison methods which do not suffer from the well-known shortcomings of the original Analytic Hierarchy Process. Context-related preference modelling on the basis of psycho-physical research in visual perception and motor skills is extensively discussed in the introductory chapters. Thereafter many extensions of the ideas are presented via case studies in university administration, health care, environmental assessment, budget allocation, and energy planning at the national and the European level. The issues under consideration are: group decision making with inhomogeneous power distributions, the search for a compromise solution, resource allocation and fair distributions, scenario analysis in long-term planning, conflict analysis via the pairwise comparison of concessions, and multi-objective optimization. The final chapters are devoted to the fortunes of MCDA in the hands of its designers. The research started in the late seventies, when I got involved in three different problems: the nomination procedures in a university, the evaluation of alternative energy-research proposals, and the evaluation of non-linear programming software.