Genetic Programming Theory and Practice XV
Springer International Publishing (Verlag)
978-3-030-08031-0 (ISBN)
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 | 14.01.2019 |
|---|---|
| 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 | 320 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 | 3-030-08031-5 / 3030080315 |
| ISBN-13 | 978-3-030-08031-0 / 9783030080310 |
| Zustand | Neuware |
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