Genetic Programming Theory and Practice XV -

Genetic Programming Theory and Practice XV

Buch | Hardcover
XV, 187 Seiten
2018 | 1st ed. 2018
Springer International Publishing (Verlag)
978-3-319-90511-2 (ISBN)
96,29 inkl. MwSt
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: exploiting subprograms in genetic programming, schema frequencies in GP, Accessible AI, GP for Big Data, lexicase selection, symbolic regression techniques, co-evolution of GP and LCS, and applying ecological principles to GP. It also covers several chapters on best practices and lessons learned from hands-on experience. 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.

Erscheinungsdatum
Reihe/Serie Genetic and Evolutionary Computation
Zusatzinfo XV, 187 p. 54 illus., 46 illus. in color.
Verlagsort Cham
Sprache englisch
Maße 155 x 235 mm
Gewicht 431 g
Themenwelt Informatik Theorie / Studium Algorithmen
Informatik Theorie / Studium Künstliche Intelligenz / Robotik
Schlagworte Algorithm analysis and problem complexity • Artificial Evolution • Data Analysis • Evolution of Models • genetic programming • Genetic Programming Applications • Genetic Programming Theory • machine learning • program induction • Symbolic Classification • Symbolic Regression
ISBN-10 3-319-90511-2 / 3319905112
ISBN-13 978-3-319-90511-2 / 9783319905112
Zustand Neuware
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