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Titlebook: Bioinspired Computation in Combinatorial Optimization; Algorithms and Their Frank Neumann,Carsten Witt Textbook 2010 Springer-Verlag Berlin

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发表于 2025-3-21 18:45:58 | 显示全部楼层 |阅读模式
期刊全称Bioinspired Computation in Combinatorial Optimization
期刊简称Algorithms and Their
影响因子2023Frank Neumann,Carsten Witt
视频video
发行地址Authors have given tutorials on this topic at major international conferences.Text has been class-tested by the authors and their collaborators.Comprehensive introduction for researchers.Includes supp
学科分类Natural Computing Series
图书封面Titlebook: Bioinspired Computation in Combinatorial Optimization; Algorithms and Their Frank Neumann,Carsten Witt Textbook 2010 Springer-Verlag Berlin
影响因子.Bioinspired computation methods such as evolutionary algorithms and ant colony optimization are being applied successfully to complex engineering problems and to problems from combinatorial optimization, and with this comes the requirement to more fully understand the computational complexity of these search heuristics. This is the first textbook covering the most important results achieved in this area. .The authors study the computational complexity of bioinspired computation and show how runtime behavior can be analyzed in a rigorous way using some of the best-known combinatorial optimization problems -- minimum spanning trees, shortest paths, maximum matching, covering and scheduling problems. A feature of the book is the separate treatment of single- and multiobjective problems, the latter a domain where the development of the underlying theory seems to be lagging practical successes..This book will be very valuable for teaching courses on bioinspired computation and combinatorial optimization. Researchers will also benefit as the presentation of the theory covers the most important developments in the field over the last 10 years. Finally, with a focus on well-studied combin
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发表于 2025-3-21 21:52:31 | 显示全部楼层
Combinatorial Optimization and Computational Complexityetwork of Europe or scheduling exams for given courses at a university. In this chapter, we give a basic introduction to the field of combinatorial optimization. Later on, we discuss how to measure the computational complexity of algorithms applied to these problems and point out some general limita
发表于 2025-3-22 03:49:51 | 显示全部楼层
Stochastic Search Algorithmsdom decisions, we treat them as randomized algorithms to study their behavior in a rigorous manner. The term . stresses this point of view and will be used in the following to point out that bio-inspired computation methods can be treated as algorithms which are based on random decisions. Mainly we
发表于 2025-3-22 06:16:23 | 显示全部楼层
Analyzing Stochastic Search Algorithmsbook. We start by describing algorithms for single-objective optimization problems in Section 4.1. There, we consider different variants of RLS and variants of a well-known evolutionary algorithm called (1+1) EA. Afterwards, we introduce some basic methods methods for analyzing stochastic search alg
发表于 2025-3-22 11:30:09 | 显示全部楼层
Minimum Spanning Treesa minimum spanning tree in a given undirected connected graph with . vertices and . edges. The problem has many applications in the area of network design. Assume that we have . computers that should be connected with minimum cost, where costs of a certain amount occur when one computer is connected
发表于 2025-3-22 12:58:56 | 显示全部楼层
Maximum Matchings of the edge set such that no two edges in .′ share a common endpoint. The maximum matching problem asks for a matching of maximum cardinality. Such problems arise, e.g., in team planning when edges of a graph denote possible collaborations of workers and the aim is to find a biggest partition of th
发表于 2025-3-22 17:11:31 | 显示全部楼层
发表于 2025-3-23 00:35:13 | 显示全部楼层
Shortest Paths.,.) where .={..,…,..} is a set of . vertices and . is a set of . edges. In addition, there is a weight function .:.→ℕ which assigns positive integer weights to the edges. We denote by ..=max ..(.) the maximum of the weights of all edges and distinguish between two problems. In the single-source sho
发表于 2025-3-23 04:21:00 | 显示全部楼层
Eulerian Cycleshtforward, and it has a large impact on the success of stochastic search algorithms. The Eulerian cycle problems is the simplest problem belonging to the wide class of arc routing problems, and we consider this problem as an example of how the choice of the representation influences the runtime of s
发表于 2025-3-23 07:43:33 | 显示全部楼层
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