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Evolving Insights: Genetic Programming for Symbolic Regression: Generalisation and Interpretability

Evolving Insights: Genetic Programming for Symbolic Regression: Generalisation and Interpretability

Hardcover

Series: Genetic and Evolutionary Computation

Technology & EngineeringGeneral Computers

PREORDER - Expected ship date October 31, 2026

ISBN10: 9819219973
ISBN13: 9789819219971
Publisher: Springer
Published: Oct 31 2026
Pages: 291
Language: English
This book explores the power of genetic programming for symbolic regression (GPSR), offering a unique pathway to discovering models that are both highly accurate and naturally interpretable. With a clear focus on the twin goals of generalisation and interpretability, the book introduces cutting-edge techniques such as representation learning, complexity control, semantic-aware operators, and multi-objective optimisation for GPSR. Each chapter blends foundational theory with empirical investigation, guiding readers through model development, evaluation, and experiments on a variety of scientific and engineering datasets.

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General Computers