Parallel Meta Heuristics
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Parallel Metaheuristics
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Author : Enrique Alba
language : en
Publisher: John Wiley & Sons
Release Date : 2005-09-19
Parallel Metaheuristics written by Enrique Alba and has been published by John Wiley & Sons this book supported file pdf, txt, epub, kindle and other format this book has been release on 2005-09-19 with Technology & Engineering categories.
Solving complex optimization problems with parallel metaheuristics Parallel Metaheuristics brings together an international group of experts in parallelism and metaheuristics to provide a much-needed synthesis of these two fields. Readers discover how metaheuristic techniques can provide useful and practical solutions for a wide range of problems and application domains, with an emphasis on the fields of telecommunications and bioinformatics. This volume fills a long-existing gap, allowing researchers and practitioners to develop efficient metaheuristic algorithms to find solutions. The book is divided into three parts: * Part One: Introduction to Metaheuristics and Parallelism, including an Introduction to Metaheuristic Techniques, Measuring the Performance of Parallel Metaheuristics, New Technologies in Parallelism, and a head-to-head discussion on Metaheuristics and Parallelism * Part Two: Parallel Metaheuristic Models, including Parallel Genetic Algorithms, Parallel Genetic Programming, Parallel Evolution Strategies, Parallel Ant Colony Algorithms, Parallel Estimation of Distribution Algorithms, Parallel Scatter Search, Parallel Variable Neighborhood Search, Parallel Simulated Annealing, Parallel Tabu Search, Parallel GRASP, Parallel Hybrid Metaheuristics, Parallel Multi-Objective Optimization, and Parallel Heterogeneous Metaheuristics * Part Three: Theory and Applications, including Theory of Parallel Genetic Algorithms, Parallel Metaheuristics Applications, Parallel Metaheuristics in Telecommunications, and a final chapter on Bioinformatics and Parallel Metaheuristics Each self-contained chapter begins with clear overviews and introductions that bring the reader up to speed, describes basic techniques, and ends with a reference list for further study. Packed with numerous tables and figures to illustrate the complex theory and processes, this comprehensive volume also includes numerous practical real-world optimization problems and their solutions. This is essential reading for students and researchers in computer science, mathematics, and engineering who deal with parallelism, metaheuristics, and optimization in general.
Parallel Meta Heuristics
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Author : Teodor Crainic
language : en
Publisher:
Release Date : 2009
Parallel Meta Heuristics written by Teodor Crainic and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2009 with categories.
Parallel Strategies For Meta Heuristics
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Author : Teodor Gabriel Crainic
language : en
Publisher:
Release Date : 2001
Parallel Strategies For Meta Heuristics written by Teodor Gabriel Crainic and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2001 with Metaheuristics categories.
Meta-heuristics are widely acknowledged as essential tools to address difficult problems in numerous & diverse fields. In fact, meta-heuristics often offer the only practical approach to solving complex problems of realistic scale but the limits of what may be solved in reasonable computing times are still reached rapidly. So, a major issue in meta-heuristic design & calibration is not only how to build them for maximum performance, but also how to make them robust. Parallel meta-heuristics aim to address both issues. This paper presents a state-of-the-art survey of parallel meta-heuristic developments & results, discusses general design & implementation principles that apply to most meta-heuristic classes, instantiate these principles for the 3 meta-heuristic classes currently most extensively used (genetic methods, simulated annealing, & tabu search), and identify a number of trends & promising research directions.
Parallel Meta Heuristics Applications
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Author : Teodor Gabriel Crainic
language : en
Publisher:
Release Date : 2005
Parallel Meta Heuristics Applications written by Teodor Gabriel Crainic and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2005 with categories.
This document presents a review of the research literature on meta-heuristic approaches that apply parallel computing solution methods to combinatorial optimization problems. The scope of the review is limited to selected topics believed to be representative due to their significant methodological impact and broad practical interest: graph colouring & partitioning, Steiner tree problems, set covering & partitioning, satisfiability problems, quadratic assignment, location problems, network design, the travelling salesman problem, and vehicle routing problems. The review illustrates that not all fields have been studied to the same extent, indicating many areas that need further research.
Parallel Strategies For Meta Heuristics
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Author : Crainic, Teodor
language : en
Publisher: Montréal : Centre for Research on Transportation = Centre de recherche sur les transports (C.R.T.)
Release Date : 2001
Parallel Strategies For Meta Heuristics written by Crainic, Teodor and has been published by Montréal : Centre for Research on Transportation = Centre de recherche sur les transports (C.R.T.) this book supported file pdf, txt, epub, kindle and other format this book has been release on 2001 with categories.
Meta Heuristics Sequential Vs Parallel
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Author : Tim Doege
language : en
Publisher:
Release Date : 2001
Meta Heuristics Sequential Vs Parallel written by Tim Doege and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2001 with categories.
Parallel Meta Heuristics Applications
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Author : Crainic, Teodor
language : en
Publisher: Montréal : Centre for Research on Transportation = Centre de recherche sur les transports (C.R.T.)
Release Date : 2005
Parallel Meta Heuristics Applications written by Crainic, Teodor and has been published by Montréal : Centre for Research on Transportation = Centre de recherche sur les transports (C.R.T.) this book supported file pdf, txt, epub, kindle and other format this book has been release on 2005 with categories.
Parallel Meta Heuristics
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Author :
language : fr
Publisher:
Release Date : 2009
Parallel Meta Heuristics written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2009 with categories.
Metaheuristics For Big Data
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Author : Clarisse Dhaenens
language : en
Publisher: John Wiley & Sons
Release Date : 2016-08-16
Metaheuristics For Big Data written by Clarisse Dhaenens and has been published by John Wiley & Sons this book supported file pdf, txt, epub, kindle and other format this book has been release on 2016-08-16 with Computers categories.
Big Data is a new field, with many technological challenges to be understood in order to use it to its full potential. These challenges arise at all stages of working with Big Data, beginning with data generation and acquisition. The storage and management phase presents two critical challenges: infrastructure, for storage and transportation, and conceptual models. Finally, to extract meaning from Big Data requires complex analysis. Here the authors propose using metaheuristics as a solution to these challenges; they are first able to deal with large size problems and secondly flexible and therefore easily adaptable to different types of data and different contexts. The use of metaheuristics to overcome some of these data mining challenges is introduced and justified in the first part of the book, alongside a specific protocol for the performance evaluation of algorithms. An introduction to metaheuristics follows. The second part of the book details a number of data mining tasks, including clustering, association rules, supervised classification and feature selection, before explaining how metaheuristics can be used to deal with them. This book is designed to be self-contained, so that readers can understand all of the concepts discussed within it, and to provide an overview of recent applications of metaheuristics to knowledge discovery problems in the context of Big Data.
Parallel Combinatorial Optimization
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Author : El-Ghazali Talbi
language : en
Publisher: Wiley-Interscience
Release Date : 2006-10-13
Parallel Combinatorial Optimization written by El-Ghazali Talbi and has been published by Wiley-Interscience this book supported file pdf, txt, epub, kindle and other format this book has been release on 2006-10-13 with Computers categories.
This text provides an excellent balance of theory and application that enables you to deploy powerful algorithms, frameworks, and methodologies to solve complex optimization problems in a diverse range of industries. Each chapter is written by leading experts in the fields of parallel and distributed optimization. Collectively, the contributions serve as a complete reference to the field of combinatorial optimization, including details and findings of recent and ongoing investigations.