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Book Cover

Title Genetic programming theory and practice XII / Rick Riolo, William P. Worzel, Mark Kotanchek, editors.

Published Cham : Springer, [2015]


Location Call No. Status
Physical description 1 online resource (xii, 182 pages).
Series Genetic and evolutionary computation, 1566-7863
Genetic and evolutionary computation series.
Springer English/International eBooks 2015 - Full Set
Notes "This book is based on the material presented at the Twelfth Workshop on Genetic Programming Theory and Practice."
Includes index.
Contents 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.
Summary 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.
Other author Riolo, Rick, editor.
Worzel, William P., editor.
Kotanchek, Mark, editor.
SpringerLink issuing body.
Workshop on Genetic Programming, Theory and Practice (12th : 2014 : Ann Arbor, Mich.)
Subject Genetic programming (Computer science) -- Congresses.
Artificial intelligence -- Congresses.
Electronic books.
Variant Title Genetic programming theory and practice 12
ISBN 9783319160306
331916029X (print)
9783319160290 (print)
Standard Number 10.1007/978-3-319-16030-6