Clever Algorithms
Welcome to CleverAlgorithms.com!
Get notified of future announcements!
Email:
Clever Algorithms: Nature-Inspired Programming Recipes Clever Algorithms: Nature-Inspired Programming Recipes
By Jason Brownlee PhD. First Edition, Lulu Enterprises, January 2011. ISBN: 978-1-4467-8506-5.

Table of Contents

  1. copyright
  2. foreword
  3. preface
  4. acknowledgments
  5. Background
    1. Introduction
      1. What is AI
      2. Problem Domains
      3. Unconventional Optimization
      4. Book Organization
      5. How to Read this Book
      6. Further Reading
  6. Algorithms
    1. Stochastic Algorithms
      1. Random Search
      2. Adaptive Random Search
      3. Stochastic Hill Climbing
      4. Iterated Local Search
      5. Guided Local Search
      6. Variable Neighborhood Search
      7. Greedy Randomized Adaptive Search
      8. Scatter Search
      9. Tabu Search
      10. Reactive Tabu Search
    2. Evolutionary Algorithms
      1. Genetic Algorithm
      2. Genetic Programming
      3. Evolution Strategies
      4. Differential Evolution
      5. Evolutionary Programming
      6. Grammatical Evolution
      7. Gene Expression Programming
      8. Learning Classifier System
      9. Non-dominated Sorting Genetic Algorithm
      10. Strength Pareto Evolutionary Algorithm
    3. Physical Algorithms
      1. Simulated Annealing
      2. Extremal Optimization
      3. Harmony Search
      4. Cultural Algorithm
      5. Memetic Algorithm
    4. Probabilistic Algorithms
      1. Population-Based Incremental Learning
      2. Univariate Marginal Distribution Algorithm
      3. Compact Genetic Algorithm
      4. Bayesian Optimization Algorithm
      5. Cross-Entropy Method
    5. Swarm Algorithms
      1. Particle Swarm Optimization
      2. Ant System
      3. Ant Colony System
      4. Bees Algorithm
      5. Bacterial Foraging Optimization Algorithm
    6. Immune Algorithms
      1. Clonal Selection Algorithm
      2. Negative Selection Algorithm
      3. Artificial Immune Recognition System
      4. Immune Network Algorithm
      5. Dendritic Cell Algorithm
    7. Neural Algorithms
      1. Perceptron
      2. Back-propagation
      3. Hopfield Network
      4. Learning Vector Quantization
      5. Self-Organizing Map
  7. Extensions
    1. Advanced Topics
      1. Programming Paradigms
      2. Devising New Algorithms
      3. Testing Algorithms
      4. Visualizing Algorithms
      5. Problem Solving Strategies
      6. Benchmarking Algorithms
  8. Appendix A - Ruby: Quick-Start Guide
    1. Overview
    2. Language Basics
    3. Ruby Idioms
  9. Errata
 Clever Algorithms: Nature-Inspired Programming Recipes

Buy the paperback!

Buy direct from the publisher (Lulu) for $24.99 only $19.99. Thats a huge 20%-off!

Buy from Amazon.com for $24.99.

Grab the PDF

Download free PDF.

Contribute

Fork on github.

More in the Series

Check-out other books in the series.

Clever Algorithms: Statistical Machine Learning Recipes Clever Algorithms: Statistical Machine Learning Recipes


Please Note: This content was automatically generated from the book content and may contain minor differences.

© Copyright 2012 Jason Brownlee Some Rights Reserved.
This work is licensed under a Creative Commons Attribution-Noncommercial-Share Alike 2.5 Australia License.