Theoretical Aspects of Evolutionary Computing
Title | Theoretical Aspects of Evolutionary Computing PDF eBook |
Author | Leila Kallel |
Publisher | Springer Science & Business Media |
Pages | 495 |
Release | 2013-03-09 |
Genre | Computers |
ISBN | 366204448X |
During the first week of September 1999, the Second EvoNet Summer School on Theoretical Aspects of Evolutionary Computing was held at the Middelheim cam pus of the University of Antwerp, Belgium. Originally intended as a small get together of PhD students interested in the theory of evolutionary computing, the summer school grew to become a successful combination of a four-day workshop with over twenty researchers in the field and a two-day lecture series open to a wider audience. This book is based on the lectures and workshop contributions of this summer school. Its first part consists of tutorial papers which introduce the reader to a num ber of important directions in the theory of evolutionary computing. The tutorials are at graduate level andassume only a basic backgroundin mathematics and com puter science. No prior knowledge ofevolutionary computing or its theory is nec essary. The second part of the book consists of technical papers, selected from the workshop contributions. A number of them build on the material of the tutorials, exploring the theory to research level. Other technical papers may require a visit to the library.
Advances in Evolutionary Computing
Title | Advances in Evolutionary Computing PDF eBook |
Author | Ashish Ghosh |
Publisher | Springer Science & Business Media |
Pages | 1001 |
Release | 2012-12-06 |
Genre | Computers |
ISBN | 3642189652 |
This book provides a collection of fourty articles containing new material on both theoretical aspects of Evolutionary Computing (EC), and demonstrating the usefulness/success of it for various kinds of large-scale real world problems. Around 23 articles deal with various theoretical aspects of EC and 17 articles demonstrate the success of EC methodologies. These articles are written by leading experts of the field from different countries all over the world.
Theory of Evolutionary Computation
Title | Theory of Evolutionary Computation PDF eBook |
Author | Benjamin Doerr |
Publisher | Springer Nature |
Pages | 506 |
Release | 2019-11-20 |
Genre | Computers |
ISBN | 3030294145 |
This edited book reports on recent developments in the theory of evolutionary computation, or more generally the domain of randomized search heuristics. It starts with two chapters on mathematical methods that are often used in the analysis of randomized search heuristics, followed by three chapters on how to measure the complexity of a search heuristic: black-box complexity, a counterpart of classical complexity theory in black-box optimization; parameterized complexity, aimed at a more fine-grained view of the difficulty of problems; and the fixed-budget perspective, which answers the question of how good a solution will be after investing a certain computational budget. The book then describes theoretical results on three important questions in evolutionary computation: how to profit from changing the parameters during the run of an algorithm; how evolutionary algorithms cope with dynamically changing or stochastic environments; and how population diversity influences performance. Finally, the book looks at three algorithm classes that have only recently become the focus of theoretical work: estimation-of-distribution algorithms; artificial immune systems; and genetic programming. Throughout the book the contributing authors try to develop an understanding for how these methods work, and why they are so successful in many applications. The book will be useful for students and researchers in theoretical computer science and evolutionary computing.
Automata, Languages and Programming
Title | Automata, Languages and Programming PDF eBook |
Author | Fernando Orejas |
Publisher | Springer Science & Business Media |
Pages | 1098 |
Release | 2001-06-27 |
Genre | Computers |
ISBN | 3540422870 |
This book constitutes the refereed proceedings of the 28th International Colloquium on Automata, Languages and Programming, ICALP 2001, held in Crete, Greece in July 2001. The 80 revised papers presented together with two keynote contributions and four invited papers were carefully reviewed and selected from a total of 208 submissions. The papers are organized in topical sections on algebraic and circuit complexity, algorithm analysis, approximation and optimization, complexity, concurrency, efficient data structures, graph algorithms, language theory, codes and automata, model checking and protocol analysis, networks and routing, reasoning and verification, scheduling, secure computation, specification and deduction, and structural complexity.
Introduction to Evolutionary Computing
Title | Introduction to Evolutionary Computing PDF eBook |
Author | Agoston E. Eiben |
Publisher | Springer Science & Business Media |
Pages | 307 |
Release | 2013-03-14 |
Genre | Computers |
ISBN | 3662050943 |
The first complete overview of evolutionary computing, the collective name for a range of problem-solving techniques based on principles of biological evolution, such as natural selection and genetic inheritance. The text is aimed directly at lecturers and graduate and undergraduate students. It is also meant for those who wish to apply evolutionary computing to a particular problem or within a given application area. The book contains quick-reference information on the current state-of-the-art in a wide range of related topics, so it is of interest not just to evolutionary computing specialists but to researchers working in other fields.
Modeling Applications and Theoretical Innovations in Interdisciplinary Evolutionary Computation
Title | Modeling Applications and Theoretical Innovations in Interdisciplinary Evolutionary Computation PDF eBook |
Author | Samuelson Hong, Wei-Chiang |
Publisher | IGI Global |
Pages | 357 |
Release | 2013-03-31 |
Genre | Computers |
ISBN | 1466636297 |
Evolutionary computation has emerged as a major topic in the scientific community as many of its techniques have successfully been applied to solve problems in a wide variety of fields. Modeling Applications and Theoretical Innovations in Interdisciplinary Evolutionary Computation provides comprehensive research on emerging theories and its aspects on intelligent computation. Particularly focusing on breaking trends in evolutionary computing, algorithms, and programming, this publication serves to support professionals, government employees, policy and decision makers, as well as students in this scientific field.
Evolutionary Computation: Theory And Applications
Title | Evolutionary Computation: Theory And Applications PDF eBook |
Author | Xin Yao |
Publisher | World Scientific |
Pages | 376 |
Release | 1999-11-22 |
Genre | Computers |
ISBN | 9814518166 |
Evolutionary computation is the study of computational systems which use ideas and get inspiration from natural evolution and adaptation. This book is devoted to the theory and application of evolutionary computation. It is a self-contained volume which covers both introductory material and selected advanced topics. The book can roughly be divided into two major parts: the introductory one and the one on selected advanced topics. Each part consists of several chapters which present an in-depth discussion of selected topics. A strong connection is established between evolutionary algorithms and traditional search algorithms. This connection enables us to incorporate ideas in more established fields into evolutionary algorithms. The book is aimed at a wide range of readers. It does not require previous exposure to the field since introductory material is included. It will be of interest to anyone who is interested in adaptive optimization and learning. People in computer science, artificial intelligence, operations research, and various engineering fields will find it particularly interesting.