Download the fantastic book titled Theory of Evolutionary Computation written by Benjamin Doerr, available in its entirety in both PDF and EPUB formats for online reading. This page includes a concise summary, a preview of the book cover, and detailed information about "Theory of Evolutionary Computation", which was released on 20 November 2019. We suggest perusing the summary before initiating your download. This book is a top selection for enthusiasts of the Computers genre.
Summary of Theory of Evolutionary Computation by Benjamin Doerr PDF
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.
Detail About Theory of Evolutionary Computation PDF
- Author : Benjamin Doerr
- Publisher : Springer Nature
- Genre : Computers
- Total Pages : 506 pages
- ISBN : 3030294145
- Release Date : 20 November 2019
- PDF File Size : 11,5 Mb
- Language : English
- Rating : 4/5 from 21 reviews
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