Genetic Programming Theory and Practice VI

Buch | Hardcover
274 Seiten
2008
Springer-Verlag New York Inc.
978-0-387-87622-1 (ISBN)

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Genetic Programming Theory and Practice VI -
149,79 inkl. MwSt
Genetic Programming Theory and Practice VI was developed from the sixth workshop at the University of Michigan’s Center for the Study of Complex Systems to facilitate the exchange of ideas and information related to the rapidly advancing field of Genetic Programming (GP). Contributions from the foremost international researchers and practitioners in the GP arena examine the similarities and differences between theoretical and empirical results on real-world problems. The text explores the synergy between theory and practice, producing a comprehensive view of the state of the art in GP application.


These contributions address several significant interdependent themes which emerged from this year’s workshop, including: (1) Making efficient and effective use of test data. (2) Sustaining the long-term evolvability of our GP systems. (3) Exploiting discovered subsolutions for reuse. (4) Increasing the role of a Domain Expert.

Genetic Programming: Theory and Practice.- APopulationBased Study ofEvolutionaryDynamics inGeneticProgramming.- An Application of Information Theoretic Selection to Evolution of Models with Continuous-valued Inputs.- Pareto Cooperative-Competitive Genetic Programming: A Classification Benchmarking Study.- Genetic Programming with Historically Assessed Hardness.- Crossover and Sampling Biases on Nearly Uniform Landscapes.- Analysis of theEffects ofElitismonBloat inLinear and Tree-basedGenetic Programming.- Automated Extraction of Expert Domain Knowledge from Genetic Programming Synthesis Results.- Does Complexity Matter? Artificial Evolution, Computational Evolution and the Genetic Analysis of Epistasis in Common Human Diseases..- Exploiting Trustable Models via Pareto GP for Targeted Data Collection.- Evolving Effective Incremental Solvers for SAT with a Hyper-Heuristic Framework Based on Genetic Programming.- ConstrainedGenetic Programming toMinimizeOverfitting in StockSelection.- Co-Evolving Trading Strategies toAnalyzeBoundedRationality inDouble Auction Markets..- Profiling Symbolic Regression-Classification.- Accelerating Genetic Programming through Graphics Processing Units..- Genetic Programming for Incentive-Based Design within a Cultural Algorithms Framework..

Reihe/Serie Genetic and Evolutionary Computation
Zusatzinfo 100 Illustrations, black and white; XIV, 274 p. 100 illus.
Verlagsort New York, NY
Sprache englisch
Maße 155 x 235 mm
Themenwelt Mathematik / Informatik Informatik Software Entwicklung
Informatik Theorie / Studium Algorithmen
Informatik Theorie / Studium Künstliche Intelligenz / Robotik
ISBN-10 0-387-87622-7 / 0387876227
ISBN-13 978-0-387-87622-1 / 9780387876221
Zustand Neuware
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