Intelligent Strategies For Meta Multiple Criteria Decision Making

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Intelligent Strategies for Meta Multiple Criteria Decision Making

Author : Thomas Hanne
Publisher : Springer Science & Business Media
Page : 206 pages
File Size : 54,9 Mb
Release : 2012-12-06
Category : Business & Economics
ISBN : 9781461515951

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Intelligent Strategies for Meta Multiple Criteria Decision Making by Thomas Hanne Pdf

Multiple criteria decision-making research has developed rapidly and has become a main area of research for dealing with complex decision problems which require the consideration of multiple objectives or criteria. Over the past twenty years, numerous multiple criterion decision methods have been developed which are able to solve such problems. However, the selection of an appropriate method to solve a particular decision problem is today's problem for a decision support researcher and decision-maker. Intelligent Strategies for Meta Multiple Criteria Decision-Making deals centrally with the problem of the numerous MCDM methods that can be applied to a decision problem. The book refers to this as a `meta decision problem', and it is this problem that the book analyzes. The author provides two strategies to help the decision-makers select and design an appropriate approach to a complex decision problem. Either of these strategies can be designed into a decision support system itself. One strategy is to use machine learning to design an MCDM method. This is accomplished by applying intelligent techniques, namely neural networks as a structure for approximating functions and evolutionary algorithms as universal learning methods. The other strategy is based on solving the meta decision problem interactively by selecting or designing a method suitable to the specific problem, for example, the constructing of a method from building blocks. This strategy leads to a concept of MCDM networks. Examples of this approach for a decision support system explain the possibilities of applying the elaborated techniques and their mutual interplay. The techniques outlined in the book can be used by researchers, students, and industry practitioners to better model and select appropriate methods for solving complex, multi-objective decision problems.

Soft Computing for Complex Multiple Criteria Decision Making

Author : Ignacy Kaliszewski
Publisher : Springer Science & Business Media
Page : 183 pages
File Size : 43,8 Mb
Release : 2006-06-07
Category : Business & Economics
ISBN : 9780387301778

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Soft Computing for Complex Multiple Criteria Decision Making by Ignacy Kaliszewski Pdf

This book concentrates on providing technical tools to make the user of Multiple Criteria Decision Making (MCDM) methodologies independent of bulky optimization computations. These bulky computations have been a necessary, but limiting, characteristic of interactive MCDM methodologies and algorithms. The book removes these limitations of MCDM problems by reducing a problem's computational complexity. The result is a wider and more functional general framework for presenting, teaching, implementing and applying a wide range of MCDM methodologies.

Multicriteria Decision Aid and Artificial Intelligence

Author : Michael Doumpos,Evangelos Grigoroudis
Publisher : John Wiley & Sons
Page : 328 pages
File Size : 48,6 Mb
Release : 2013-02-01
Category : Business & Economics
ISBN : 9781118522493

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Multicriteria Decision Aid and Artificial Intelligence by Michael Doumpos,Evangelos Grigoroudis Pdf

Presents recent advances in both models and systems for intelligent decision making. Organisations often face complex decisions requiring the assessment of large amounts of data. In recent years Multicriteria Decision Aid (MCDA) and Artificial Intelligence (AI) techniques have been applied with considerable success to support decision making in a wide range of complex real-world problems. The integration of MCDA and AI provides new capabilities relating to the structuring of complex decision problems in static and distributed environments. These include the handling of massive data sets, the modelling of ill-structured information, the construction of advanced decision models, and the development of efficient computational optimization algorithms for problem solving. This book covers a rich set of topics, including intelligent decision support technologies, data mining models for decision making, evidential reasoning, evolutionary multiobjective optimization, fuzzy modelling, as well as applications in management and engineering. Multicriteria Decision Aid and Artificial Intelligence: Covers all of the recent advances in intelligent decision making. Includes a presentation of hybrid models and algorithms for preference modelling and optimisation problems. Provides illustrations of new intelligent technologies and architectures for decision making in static and distributed environments. Explores the general topics on preference modelling and learning, along with the coverage of the main techniques and methodologies and applications. Is written by experts in the field. This book provides an excellent reference tool for the increasing number of researchers and practitioners interested in the integration of MCDA and AI for the development of effective hybrid decision support methodologies and systems. Academics and post-graduate students in the fields of operational research, artificial intelligence and management science or decision analysis will also find this book beneficial.

Evolutionary Multi-Criterion Optimization

Author : Eckart Zitzler,Kalyanmoy Deb,Lothar Thiele,Carlos Coello Coello,David Corne
Publisher : Springer
Page : 714 pages
File Size : 43,6 Mb
Release : 2003-06-29
Category : Mathematics
ISBN : 9783540447191

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Evolutionary Multi-Criterion Optimization by Eckart Zitzler,Kalyanmoy Deb,Lothar Thiele,Carlos Coello Coello,David Corne Pdf

This book constitutes the refereed proceedings of the First International Conference on Multi-Criterion Optimization, EMO 2001, held in Zurich, Switzerland in March 2001. The 45 revised full papers presented were carefully reviewed and selected from a total of 87 submissions. Also included are two tutorial surveys and two invited papers. The book is organized in topical sections on algorithm improvements, performance assessment and comparison, constraint handling and problem decomposition, uncertainty and noise, hybrid and alternative methods, scheduling, and applications of multi-objective optimization in a variety of fields.

Multiple Criteria Decision Analysis: State of the Art Surveys

Author : Salvatore Greco
Publisher : Springer Science & Business Media
Page : 1063 pages
File Size : 42,8 Mb
Release : 2006-01-20
Category : Business & Economics
ISBN : 9780387230818

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Multiple Criteria Decision Analysis: State of the Art Surveys by Salvatore Greco Pdf

Multiple Criteria Decision Analysis: State of the Art Surveys provides survey articles and references of the seminal or state-of-the-art research on MCDA. The material covered ranges from the foundations of MCDA, over various MCDA methodologies (outranking methods, multiattribute utility and value theories, non-classical approaches) to multiobjective mathematical programming, MCDA applications, and software. This vast amount of material is organized in 8 parts, with a total of 25 chapters. More than 2000 references are listed.

Intelligent Support Systems for Marketing Decisions

Author : Nikolaos F. Matsatsinis,Y. Siskos
Publisher : Springer Science & Business Media
Page : 517 pages
File Size : 53,9 Mb
Release : 2012-12-06
Category : Business & Economics
ISBN : 9781461511472

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Intelligent Support Systems for Marketing Decisions by Nikolaos F. Matsatsinis,Y. Siskos Pdf

Intelligent Support Systems for Marketing Decisions examines new product development, market penetration strategies, and other marketing decisions utilizing a confluence of methods, including Decision Support Systems (DSS), Artificial Intelligence in Marketing and Multicriteria Analysis. The authors systematically examine the use and implementation of these methodologies in making strategic marketing decisions. Part I discusses the basic concepts of multicriteria analysis vis-à-vis marketing decisions and in new product development situations. Part II presents basic concepts from the fields of Information Systems, Decision Support Systems, and Intelligent Decision Support Methods. In addition, specialized categories of DSS (multicriteria DSS, web-based DSS, group DSS, spatial DSS) are discussed in terms of their key features and current use in marketing applications. Part III presents IDSS and a multicriteria methodology for new product development. Further chapters present a developmental strategy for analyzing, designing, and implementing an Intelligent Marketing Decision Support System. The implementation discussion is illustrated with a real-world example of the methods and system in use.

Multiple Criteria Optimization

Author : Xavier Gandibleux
Publisher : Springer Science & Business Media
Page : 515 pages
File Size : 51,8 Mb
Release : 2006-04-11
Category : Business & Economics
ISBN : 9780306481079

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Multiple Criteria Optimization by Xavier Gandibleux Pdf

The generalized area of multiple criteria decision making (MCDM) can be defined as the body of methods and procedures by which the concern for multiple conflicting criteria can be formally incorporated into the analytical process. MCDM consists mostly of two branches, multiple criteria optimization and multi-criteria decision analysis (MCDA). While MCDA is typically concerned with multiple criteria problems that have a small number of alternatives often in an environment of uncertainty (location of an airport, type of drug rehabilitation program), multiple criteria optimization is typically directed at problems formulated within a mathematical programming framework, but with a stack of objectives instead of just one (river basin management, engineering component design, product distribution). It is about the most modern treatment of multiple criteria optimization that this book is concerned. I look at this book as a nicely organized and well-rounded presentation of what I view as ”new wave” topics in multiple criteria optimization. Looking back to the origins of MCDM, most people agree that it was not until about the early 1970s that multiple criteria optimization c- gealed as a field. At this time, and for about the following fifteen years, the focus was on theories of multiple objective linear programming that subsume conventional (single criterion) linear programming, algorithms for characterizing the efficient set, theoretical vector-maximum dev- opments, and interactive procedures.

Handbook of Metaheuristics

Author : Fred W. Glover,Gary A. Kochenberger
Publisher : Springer Science & Business Media
Page : 557 pages
File Size : 42,6 Mb
Release : 2006-04-11
Category : Mathematics
ISBN : 9780306480560

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Handbook of Metaheuristics by Fred W. Glover,Gary A. Kochenberger Pdf

This book provides both the research and practitioner communities with a comprehensive coverage of the metaheuristic methodologies that have proven to be successful in a wide variety of real-world problem settings. Moreover, it is these metaheuristic strategies that hold particular promise for success in the future. The various chapters serve as stand alone presentations giving both the necessary background underpinnings as well as practical guides for implementation.

Evaluation and Decision Models with Multiple Criteria

Author : Denis Bouyssou,Thierry Marchant,Marc Pirlot,Alexis Tsoukias,Philippe Vincke
Publisher : Springer Science & Business Media
Page : 460 pages
File Size : 54,7 Mb
Release : 2006-06-07
Category : Business & Economics
ISBN : 9780387310992

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Evaluation and Decision Models with Multiple Criteria by Denis Bouyssou,Thierry Marchant,Marc Pirlot,Alexis Tsoukias,Philippe Vincke Pdf

Formal decision and evaluation models are so widespread that almost no one can pretend not to have used or suffered the consequences of one of them. This book is a guide aimed at helping the analyst to choose a model and use it consistently. A sound analysis of techniques is proposed and the presentation can be extended to most decision and evaluation models as a "decision aiding methodology".

Evolutionary Multi-Criterion Optimization

Author : Carlos M. Fonseca
Publisher : Springer Science & Business Media
Page : 825 pages
File Size : 48,6 Mb
Release : 2003-04-07
Category : Business & Economics
ISBN : 9783540018698

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Evolutionary Multi-Criterion Optimization by Carlos M. Fonseca Pdf

This book constitutes the refereed proceedings of the Second International Conference on Evolutionary Multi-Criterion Optimization, EMO 2003, held in Faro, Portugal, in April 2003. The 56 revised full papers presented were carefully reviewed and selected from a total of 100 submissions. The papers are organized in topical sections on objective handling and problem decomposition, algorithm improvements, online adaptation, problem construction, performance analysis and comparison, alternative methods, implementation, and applications.

Analysis and Modeling of Manufacturing Systems

Author : Stanley B. Gershwin,Yves Dallery,Chrissoleon T. Papadopoulos,J. MacGregor Smith
Publisher : Springer Science & Business Media
Page : 443 pages
File Size : 41,6 Mb
Release : 2012-12-06
Category : Business & Economics
ISBN : 9781461510192

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Analysis and Modeling of Manufacturing Systems by Stanley B. Gershwin,Yves Dallery,Chrissoleon T. Papadopoulos,J. MacGregor Smith Pdf

Analysis and Modeling of Manufacturing Systems is a set of papers on some of the newest research and applications of mathematical and computational techniques to manufacturing systems and supply chains. These papers deal with fundamental questions (how to predict factory performance: how to operate production systems) and explicitly treat the stochastic nature of failures, operation times, demand, and other important events. Analysis and Modeling of Manufacturing Systems will be of interest to readers with a strong background in operations research, including researchers and mathematically sophisticated practitioners.

To Queue or Not to Queue

Author : Refael Hassin,Moshe Haviv
Publisher : Springer Science & Business Media
Page : 199 pages
File Size : 53,5 Mb
Release : 2012-12-06
Category : Business & Economics
ISBN : 9781461503590

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To Queue or Not to Queue by Refael Hassin,Moshe Haviv Pdf

The literature on equilibrium behavior of customers and servers in queuing systems is rich. However, there is no comprehensive survey of this field. Moreover, what has been published lacks continuity and leaves many issues uncovered. One of the main goals of this book is to review the existing literature under one cover. Other goals are to edit the known results in a unified manner, classify them and identify where and how they relate to each other, and fill in some gaps with new results. In some areas we explicitly mention open problems. We hope that this survey will motivate further research and enable researchers to identify important open problems. The models described in this book have numerous applications. Many examples can be found in the cited papers, but we have chosen not to include applications in the book. Many of the ideas described in this book are special cases of general principles in Economics and Game Theory. We often cite references that contain more general treatment of a subject, but we do not go into the details. we have highlighted the results For each topic covered in the book, that, in our opinion, are the most important. We also present a brief discussion of related results. The content of each chapter is briefly de scribed below. Chapter 1 is an introduction. It contains basic definitions, models and solution concepts which will be used frequently throughout the book.

Models & Methods for Project Selection

Author : Samuel B. Graves,Jeffrey L. Ringuest
Publisher : Springer Science & Business Media
Page : 203 pages
File Size : 47,7 Mb
Release : 2012-12-06
Category : Business & Economics
ISBN : 9781461502807

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Models & Methods for Project Selection by Samuel B. Graves,Jeffrey L. Ringuest Pdf

Models & Methods for Project Selection systematically examines in this book treatment the latest work in the field of project selection modeling. The models presented are drawn from mathematical programming, decision theory, and finance. These models are examined in two categorical streams: the management science stream and the financial model stream. The book describes the assumptions and limitations of each model and provides appropriate solution methodologies. Its organization follows three main themes: *Criteria for Choice: Chapters 1-3 investigate the effect of the choice of optimization criteria on the results of the portfolio optimization problem. *Risk and Uncertainty: Chapters 4-7 deal with uncertainty in the project selection problem. *Non-Linearity and Interdependence: These chapters deal with problems of non-linearity and interdependence as they arise in the project selection problem. Chapters 8, 9 and 10 present solution methodologies, which can be used to solve these most general project selection models.

Computational Techniques of the Simplex Method

Author : István Maros
Publisher : Springer Science & Business Media
Page : 335 pages
File Size : 52,5 Mb
Release : 2012-12-06
Category : Mathematics
ISBN : 9781461502579

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Computational Techniques of the Simplex Method by István Maros Pdf

Computational Techniques of the Simplex Method is a systematic treatment focused on the computational issues of the simplex method. It provides a comprehensive coverage of the most important and successful algorithmic and implementation techniques of the simplex method. It is a unique source of essential, never discussed details of algorithmic elements and their implementation. On the basis of the book the reader will be able to create a highly advanced implementation of the simplex method which, in turn, can be used directly or as a building block in other solution algorithms.

Handbook of Transportation Science

Author : Randolph Hall
Publisher : Springer Science & Business Media
Page : 737 pages
File Size : 41,6 Mb
Release : 2006-04-11
Category : Business & Economics
ISBN : 9780306480584

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Handbook of Transportation Science by Randolph Hall Pdf

Over the past thirty-five years, a substantial amount of theoretical and empirical scholarly research has been developed across the discipline domains of Transportation. This research has been synthesized into a systematic handbook that examines the scientific concepts, methods, and principles of this growing and evolving field. The Handbook of Transportation Science outlines the field of transportation as a scientific discipline that transcends transportation technology and methods. Whether by car, truck, airplane - or by a mode of transportation that has not yet been conceived - transportation obeys fundamental properties. The science of transportation defines these properties, and demonstrates how our knowledge of one mode of transportation can be used to explain the behavior of another. Transportation scientists are motivated by the desire to explain spatial interactions that result in movement of people or objects from place to place. Its methodologies draw from physics, operations research, probability and control theory.