Genetic Programming Theory and Practice V
Springer-Verlag New York Inc.
978-0-387-76307-1 (ISBN)
The work covers applications of GP to a wide variety of domains, including bioinformatics, symbolic regression for system modeling, financial modeling, circuit design and robot controllers. This volume is a unique and indispensable tool for academics, researchers and industry professionals involved in GP, evolutionary computation, machine learning and artificial intelligence.
Genetic Programming: Theory and Practice.- Better Solutions Faster: Soft Evolution of Robust Regression Models InParetogeneticprogramming.- Manipulation of Convergence in Evolutionary Systems.- Large-Scale, Time-Constrained Symbolic Regression-Classification.- Solving Complex Problems in Human Genetics Using Genetic Programming: The Importance of Theorist-Practitionercomputer Interaction.- Towards an Information Theoretic Framework for Genetic Programming.- Investigating Problem Hardness of Real Life Applications.- Improving the Scalability of Generative Representations for Openended Design.- Programstructure-Fitnessdisconnect and Its Impact on Evolution in Genetic Programming.- Genetic Programmingwith Reuse of Known Designs for Industrially Scalable, Novel Circuit Design.- Robust engineering design of electronic circuits with active components using genetic programming and bond Graphs.- Trustable symbolic regression models: using ensembles, interval arithmetic and pareto fronts to develop robust and trust-aware models.- Improving Performance and Cooperation in Multi-Agent Systems.- An Empirical Study of Multi-Objective Algorithms for Stock Ranking.- Using GP and Cultural Algorithms to Simulate the Evolution of an Ancient Urban Center.
Reihe/Serie | Genetic and Evolutionary Computation |
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Zusatzinfo | XIV, 279 p. |
Verlagsort | New York, NY |
Sprache | englisch |
Maße | 155 x 235 mm |
Themenwelt | Informatik ► Theorie / Studium ► Algorithmen |
Informatik ► Theorie / Studium ► Künstliche Intelligenz / Robotik | |
ISBN-10 | 0-387-76307-4 / 0387763074 |
ISBN-13 | 978-0-387-76307-1 / 9780387763071 |
Zustand | Neuware |
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