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Decisions With Multiple Objectives
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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.
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 1993-07-30 with total page 588 pages. Available in PDF, EPUB and Kindle. Book excerpt: Many of the complex problems faced by decision makers involve multiple conflicting objectives. This book describes how a confused decision maker, who wishes to make a reasonable and responsible choice among alternatives, can systematically probe his true feelings in order to make those critically important, vexing trade-offs between incommensurable objectives. The theory is illustrated by many real concrete examples taken from a host of disciplinary settings. The standard approach in decision theory or decision analysis specifies a simplified single objective like monetary return to maximise. By generalising from the single objective case to the multiple objective case, this book considerably widens the range of applicability of decision analysis.
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 . This book was released on 1993 with total page 569 pages. Available in PDF, EPUB and Kindle. Book excerpt:
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.
Book Synopsis Value-Focused Thinking by : Ralph L. KEENEY
Download or read book Value-Focused Thinking written by Ralph L. KEENEY and published by Harvard University Press. This book was released on 2009-06-30 with total page 433 pages. Available in PDF, EPUB and Kindle. Book excerpt: This text argues that in decision-making a focus should be placed on the bottom-line objectives that give it its meaning. It states that through recognizing and articulating fundamental values, better decision opportunities can be identified, thereby creating better alternatives.
Book Synopsis Decisions with multiple objectives by : Ralph R. Keeney
Download or read book Decisions with multiple objectives written by Ralph R. Keeney and published by . This book was released on 1976 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt:
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.
Book Synopsis New Methods and Applications in Multiple Attribute Decision Making (MADM) by : Alireza Alinezhad
Download or read book New Methods and Applications in Multiple Attribute Decision Making (MADM) written by Alireza Alinezhad and published by Springer Nature. This book was released on 2019-08-23 with total page 233 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents 27 methods of the Multiple Attribute Decision Making (MADM), which are not discussed in the existing books, nor studied in details, using more applications. Nowadays, decision making is one of the most important and fundamental tasks of management as an organizational goal achievement that depends on its quality. Decision making includes the correct expression of objectives, determining different and possible solutions, evaluating their feasibility, assessing the consequences, and the results of implementing each solution, and finally, selecting and implementing the solution. Multiple Criteria Decision Making (MCDM) is sum of the decision making techniques. MCDM is divided into the Multiple Objective Decision Making (MODM) for designing the best solution and MADM for selecting the best alternative. Given that the applications of MADM are mostly more than MODM, wide various techniques have been developed for MADM by researchers over the last 60 years, and the current book introduces some of the other new MADM methods.
Book Synopsis Decision Making with Multiple Objectives by : Yacov Y. Haimes
Download or read book Decision Making with Multiple Objectives written by Yacov Y. Haimes and published by . This book was released on 1985 with total page 571 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Book Synopsis Decision Making Under Uncertainty by : Mykel J. Kochenderfer
Download or read book Decision Making Under Uncertainty written by Mykel J. Kochenderfer and published by MIT Press. This book was released on 2015-07-24 with total page 350 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.
Book Synopsis Conflicting Objectives in Decisions by : David E. Bell
Download or read book Conflicting Objectives in Decisions written by David E. Bell and published by John Wiley & Sons. This book was released on 1977 with total page 466 pages. Available in PDF, EPUB and Kindle. Book excerpt: Multicriterion decision problems; Partial preference analysis and decision-aid: the fuzzy outranking relation concepts; A research project on multicriterion decision making; Use of vector optimization in multiobjective decision making; Trade-off analysis: the indifference and the preferred proportions approaches; Conjoint measurement: a brief survey; Multiattribute utilities in expected utility theory; A practical methodology of solving multicriterion problems with subjective criteria; On the elicitation of preference: descriptive and prescriptive considerations; A dynamic consumption model and optimization of utility functionals;
Book Synopsis Decisions with Multiple Objectives: Preferences and Value Tradeoffs by : Keeney Raiffa
Download or read book Decisions with Multiple Objectives: Preferences and Value Tradeoffs written by Keeney Raiffa and published by . This book was released on 1968 with total page 569 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Book Synopsis Decision By Objectives: How To Convince Others That You Are Right by : Ernest Forman
Download or read book Decision By Objectives: How To Convince Others That You Are Right written by Ernest Forman and published by World Scientific. This book was released on 2001-12-10 with total page 422 pages. Available in PDF, EPUB and Kindle. Book excerpt: Decision-making is a process of choosing from possible courses of action in order to attain goals and objectives. Nobel laureate Herbert Simon wrote that the whole process of managerial decision-making is synonymous with the practice of management. Decision-making is at the core of all managerial functions. Planning, for example, involves the following decisions: What should be done? When? How? Where? By whom? Other managerial functions, such as organizing, implementing, and controlling, rely heavily on decision-making.Decision by Objectives is an invaluable book about the art and science of decision-making. It presents a very practical approach to decision-making that has a sound theoretical foundation, known as the analytic hierarchy process. Intended for both the student and the professional, the book includes approaches to prioritizing, evaluating alternative courses of action, forecasting, and allocating resources. By focusing on objectives rather than alternatives alone, it shows the reader how to synthesize information from multiple sources, analyses, and perspectives. The methods presented have been gaining popularity throughout the world.
Download or read book Smart Choices written by John S. Hammond and published by Harvard Business School Press. This book was released on 2015-08 with total page 256 pages. Available in PDF, EPUB and Kindle. Book excerpt: Where should I live? Is it time to get a new job? Which job candidate should I hire? What business strategy should I pursue? We spend the majority of our lives making decisions, both big and small. Yet, even though our success is largely determined by the choices that we make, very few of us are equipped with useful decision-making skills. Because of this, we often approach our choices tentatively, or even fearfully, and avoid giving them the time and thought required to put our best foot forward. In Smart Choices, John Hammond, Ralph Keeney, and Howard Raiffa--experts with over 100 years of experience resolving complex decision problems--offer a proven, straightforward, and flexible roadmap for making better and more impactful decisions, and offer the tools to achieve your goals in every aspect of your life. Their step-by-step, divide-and conquer approach will teach you how to: * Evaluate your plans * Break your potential decision into its key elements * Identify the key drivers that are most relevant to your goals * Apply systematic thinking * Use the right information to make the smartest choice Smart Choices doesn’t tell you what to decide; it tells you how. As you routinely use the process, you’ll become more confident in your ability to make decisions at work and at home. And, more importantly, by applying its time-tested methods, you’ll make better decisions going forward. Be proactive. Don’t wait until a decision is forced on you--or made for you. Seek out decisions that advance your long-term goals, values, and beliefs. Take charge of your life by making Smart Choices a lifetime habit.
Book Synopsis Handbook of Decision Analysis by : Gregory S. Parnell
Download or read book Handbook of Decision Analysis written by Gregory S. Parnell and published by John Wiley & Sons. This book was released on 2013-01-24 with total page 441 pages. Available in PDF, EPUB and Kindle. Book excerpt: A ONE-OF-A-KIND GUIDE TO THE BEST PRACTICES IN DECISION ANALYSIS Decision analysis provides powerful tools for addressing complex decisions that involve uncertainty and multiple objectives, yet most training materials on the subject overlook the soft skills that are essential for success in the field. This unique resource fills this gap in the decision analysis literature and features both soft personal/interpersonal skills and the hard technical skills involving mathematics and modeling. Readers will learn how to identify and overcome the numerous challenges of decision making, choose the appropriate decision process, lead and manage teams, and create value for their organization. Performing modeling analysis, assessing risk, and implementing decisions are also addressed throughout. Additional features include: Key insights gleaned from decision analysis applications and behavioral decision analysis research Integrated coverage of the techniques of single- and multiple-objective decision analysis Multiple qualitative and quantitative techniques presented for each key decision analysis task Three substantive real-world case studies illustrating diverse strategies for dealing with the challenges of decision making Extensive references for mathematical proofs and advanced topics The Handbook of Decision Analysis is an essential reference for academics and practitioners in various fields including business, operations research, engineering, and science. The book also serves as a supplement for courses at the upper-undergraduate and graduate levels.
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.
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.
