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TITLE: GENETIC PROGRAMMING THEORY AND PRACTICE X
PUBLISHER: SPRINGER - LANGUAGE: ENGLISH
LINK: http://is.gd/uvIUAn - RELEASE TYPE: RETAIL
FORMAT: PDF - RELEASE DATE: 2013/10/22
ISBN: 9781461468462 - STORE DATE: 2013
AUTHOR: R. RIOLO - DISKS: 01
E. VLADISLAVLEVA
M. D. RITCHIE
J. H MOORE
SAVED MONEY: 72 EURO
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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: evolutionary constraints, relaxation of
selection mechanisms, diversity preservation strategies, flexing fitness
evaluation, evolution in dynamic environments, multi-objective and multi-modal
selection, foundations of evolvability, evolvable and adaptive evolutionary
operators, foundation of injecting expert knowledge in evolutionary search
analysis of problem difficulty and required GP algorithm complexity
foundations in running GP on the cloud - communication, cooperation, flexible
implementation, and ensemble methods. Additional focal points for GP symbolic
regression are: (1) The need to guarantee convergence to solutions in the
function discovery mode; (2) Issues on model validation; (3) The need for
model analysis workflows for insight generation based on generated GP
solutions - model exploration, visualization, variable selection
dimensionality analysis; (4) Issues in combining different types of data
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
