Analyzing Evolutionary Algorithms is popular PDF and ePub book, written by Thomas Jansen in 2013-01-24, it is a fantastic choice for those who relish reading online the Computers genre. Let's immerse ourselves in this engaging Computers book by exploring the summary and details provided below. Remember, Analyzing Evolutionary Algorithms can be Read Online from any device for your convenience.

Analyzing Evolutionary Algorithms Book PDF Summary

Evolutionary algorithms is a class of randomized heuristics inspired by natural evolution. They are applied in many different contexts, in particular in optimization, and analysis of such algorithms has seen tremendous advances in recent years. In this book the author provides an introduction to the methods used to analyze evolutionary algorithms and other randomized search heuristics. He starts with an algorithmic and modular perspective and gives guidelines for the design of evolutionary algorithms. He then places the approach in the broader research context with a chapter on theoretical perspectives. By adopting a complexity-theoretical perspective, he derives general limitations for black-box optimization, yielding lower bounds on the performance of evolutionary algorithms, and then develops general methods for deriving upper and lower bounds step by step. This main part is followed by a chapter covering practical applications of these methods. The notational and mathematical basics are covered in an appendix, the results presented are derived in detail, and each chapter ends with detailed comments and pointers to further reading. So the book is a useful reference for both graduate students and researchers engaged with the theoretical analysis of such algorithms.

Detail Book of Analyzing Evolutionary Algorithms PDF

Analyzing Evolutionary Algorithms
  • Author : Thomas Jansen
  • Release : 24 January 2013
  • Publisher : Springer Science & Business Media
  • ISBN : 9783642173394
  • Genre : Computers
  • Total Page : 264 pages
  • Language : English
  • PDF File Size : 7,9 Mb

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Analyzing Evolutionary Algorithms

Analyzing Evolutionary Algorithms Author : Thomas Jansen
Publisher : Springer Science & Business Media
File Size : 45,6 Mb
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