Clever Algorithms: Nature-Inspired Programming Recipes

Clever Algorithms: Nature-Inspired Programming Recipes
PDF
  • eBook:
    Clever Algorithms: Nature-Inspired Programming Recipes
  • Author:
    Jason Brownlee
  • Edition:
    -
  • Categories:
  • Data:
    June 15, 2012
  • ISBN:
    1446785068
  • ISBN-13:
    9781446785065
  • Language:
    English
  • Pages:
    438 pages
  • Format:
    PDF

Book Description
This book provides a handbook of algorithmic recipes from the fields of Metaheuristics, Biologically Inspired Computation and Computational Intelligence that have been described in a complete, consistent, and centralized manner. These standardized descriptions were carefully designed to be accessible, usable, and understandable. Most of the algorithms described in this book were originally inspired by biological and natural systems, such as the adaptive capabilities of genetic evolution and the acquired immune system, and the foraging behaviors of birds, bees, ants and bacteria. An encyclopedic algorithm reference, this book is intended for research scientists, engineers, students, and interested amateurs. Each algorithm description provides a working code example in the Ruby Programming Language.

Content

I - Background
1. Introduction

II - Algorithms
2. Stochastic Algorithms
3. Evolutionary Algorithms
4. Physical Algorithms
5. Probabilistic Algorithms
6. Swarm Algorithms
7. Immune Algorithms
8. Neural Algorithms

III - Extensions
9. Advanced Topics

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