Genetic Programming Theory and Practice - Rilegato

 
9783319160290: Genetic Programming Theory and Practice
Rilegato
ISBN 10: 331916029X ISBN 13: 9783319160290
Casa editrice: Springer-Nature New York Inc, 2015

Sinossi

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 in this volume include: gene expression regulation, novel genetic models for glaucoma, inheritable epigenetics, combinators in genetic programming, sequential symbolic regression, system dynamics, sliding window symbolic regression, large feature problems, alignment in the error space, HUMIE winners, Boolean multiplexer function, and highly distributed genetic programming systems. Application areas include chemical process control, circuit design, financial data mining and bioinformatics. 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.

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Contenuti

Application of Machine-Learing Methods to Understand Gene Expression Regulation.- Identification of Novel Genetic Models of Glaucoma using the "Emergent" Genetic Programming-Based Artificial Intelligence System.- Inheritable Epigenetics in Genetic Programming.- SKGP: The Way of the Combinator.- Sequential Symbolic Regression with Genetic Programming.- Sliding Window Symbolic Regression for Detecting Changes of System Dynamics.- Extremely Accurate Symbolic Regression for Large Feature Problems.- How to Exploit Alignment in the Error Space: Two Different GP Models.- Analyzing a Decade of Human-Competitive ("HUMIE") Winners: What Can We Learn?.- Tackling the Boolean Multiplexer Function Using a Highly Distributed Genetic Programming System.

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Editore
Springer-Nature New York Inc
Data di pubblicazione
2015
Lingua
Inglese
ISBN 10 
331916029X
ISBN 13 
9783319160290
Rilegatura
Copertina rigida
Numero di pagine
196
Redattore
Riolo Rick, Worzel Bill, Kotanchek Mark
Contatto del produttore
non disponibile
Persona responsabile
CMN Printpool Inh. Mathis Neumann
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Altre edizioni note dello stesso titolo

9783319383767: Genetic Programming Theory and Practice XII

Edizione in evidenza

ISBN 10:  3319383760 ISBN 13:  9783319383767
Casa editrice: Springer, 2016
Brossura