Clever Algorithms: Nature-inspired Programming RecipesJason Brownlee, 2011 - 423 Seiten 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. |
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Clever Algorithms: Nature-Inspired Programming Recipes: Nature-inspired ... Jason Brownlee Keine Leseprobe verfügbar - 2011 |
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__FILE__ algorithm best algorithm configuration algorithm implemented Algorithm Section Ant Colony Optimization application approach Artificial Immune Systems Artificial Intelligence Bayesian Optimization Algorithm behavior Berlin52 binary candidate solutions clonal selection Code Listing Listing component Computational Intelligence continuous function optimization cost function crossover D. E. Goldberg end def end return Evolution Strategies Evolutionary Algorithms Evolutionary Computation Evolutionary Programming execute the algorithm field foreach Genetic Algorithm Genetic Programming Global Optimization Heuristics Hill Climbing IEEE Immune Network information processing input pattern machine learning max_gens max_iter max_no_improv Metaheuristics method minmax mutation Neural Networks neurons node num_bits optimization problems output p_cross parameter Particle Swarm Optimization perm permutation pheromone pop_size Population probabilistic problem configuration problem domain provides a pseudocode provides an example Pseudocode pseudocode listing rand Random Search References Primary Sources return best Ruby Programming Language samples Sbest Search algorithm search_space Springer step_size stochastic Swarm Intelligence Tabu Search Taxonomy Technical Report technique