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Books > Computing & IT > Applications of computing > Artificial intelligence
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Genetic Programming Theory and Practice IX (Paperback, 2011 ed.)
Loot Price: R1,556
Discovery Miles 15 560
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Genetic Programming Theory and Practice IX (Paperback, 2011 ed.)
Series: Genetic and Evolutionary Computation
Expected to ship within 10 - 15 working days
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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 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.
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