Genetic Programming Theory and Practice IX by Rick Riolo (English) Hardcover Boo

Description: Genetic Programming Theory and Practice IX by Rick Riolo, Ekaterina Vladislavleva, Jason H. Moore These contributions, written by the foremost international researchers and practitioners of Genetic Programming (GP), explore the synergy between theoretical and empirical results on real-world problems, producing a comprehensive view of the state of the art in GP. FORMAT Hardcover LANGUAGE English CONDITION Brand New Publisher Description These contributions, written by the foremost international researchers and practitioners of Genetic Programming (GP), explore the synergy between theoretical and empirical results on real-world problems, producing a comprehensive view of the state of the art in GP.Topics include: modularity and scalability; evolvability; human-competitive results; the need for important high-impact GP-solvable problems;; the risks of search stagnation and of cutting off paths to solutions; the need for novelty; empowering GP search with expert knowledge;In addition, GP symbolic regression is thoroughly discussed, addressing such topics as guaranteed reproducibility of SR; validating SR results, measuring and controlling genotypic complexity; controlling phenotypic complexity; identifying, monitoring, and avoiding over-fitting; finding a comprehensive collection of SR benchmarks, comparing SR to machine learning.This text is for all GP explorers. Readers will discover large-scale, real-world applications of GP to a variety of problem domains via in-depth presentations of the latest and most significant results. Notes Describes cutting-edge work on genetic programming (GP) theory, applications of GP, and how theory can be used to guide application of GP Demonstrates large-scale applications of GP to a variety of problem domainsReveals an inspiring synergy between GP applications and the latest in theoretical results for state-of -the-art problem solvingAddresses symbolic regression as a mode of genetic programming Table of Contents Whats in an evolved name? The evolution of modularity via tag-based Reference.- Let the Games Evolve!.- Novelty Search and the Problem with Objectives.- A fine-grained view of phenotypes and locality in genetic programming.- Evolution of an Effective Brain-Computer Interface Mouse via Genetic Programming with Adaptive Tarpeian Bloat Control.- Improved Time Series Prediction and Symbolic Regression with Affine Arithmetic.- Computational Complexity Analysis of Genetic Programming – Initial Results and Future Directions.- Accuracy in Symbolic Regression.- Human-Computer Interaction in a Computational Evolution System for the Genetic Analysis of Cancer.- Baseline Genetic Programming: Symbolic Regression on Benchmarks for Sensory Evaluation Modeling.- Detecting Shadow Economy Sizes With Symbolic Regression.- The Importance of Being Flat – Studying the Program Length Distributions of Operator Equalisation.- FFX: Fast, Scalable, Deterministic Symbolic Regression Technology. Feature Describes cutting-edge work on genetic programming (GP) theory, applications of GP, and how theory can be used to guide application of GP Demonstrates large-scale applications of GP to a variety of problem domains Reveals an inspiring synergy between GP applications and the latest in theoretical results for state-of -the-art problem solving Addresses symbolic regression as a mode of genetic programming Details ISBN1461417694 Publisher Springer-Verlag New York Inc. Series Genetic and Evolutionary Computation Year 2011 ISBN-10 1461417694 ISBN-13 9781461417699 Format Hardcover Imprint Springer-Verlag New York Inc. Place of Publication New York, NY Country of Publication United States Edited by Jason H. Moore DEWEY 006.31 Edition 2011th Short Title GENETIC PROGRAMMING THEORY & P Edition Description 2011 Language English Media Book Pages 264 Illustrations XXVIII, 264 p. DOI 10.1007/978-1-4614-1770-5 Publication Date 2011-11-01 AU Release Date 2011-11-01 NZ Release Date 2011-11-01 US Release Date 2011-11-01 UK Release Date 2011-11-01 Author Jason H. Moore Alternative 9781461429418 Audience Professional & Vocational We've got this At The Nile, if you're looking for it, we've got it. With fast shipping, low prices, friendly service and well over a million items - you're bound to find what you want, at a price you'll love! TheNile_Item_ID:158593876;

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