Recent Advances in the Theory and Application of Fitness Landscapes

Buch | Hardcover
XXXVIII, 553 Seiten
2013 | 2014
Springer Berlin (Verlag)
978-3-642-41887-7 (ISBN)
235,39 inkl. MwSt
This book examines recent advances in the theory and application of fitness landscapes in evolutionary biology and evolutionary computation.

This book is concerned with recent advances in fitness landscapes. The concept of fitness landscapes originates from theoretical biology and refers to a framework for analysing and visualizing the relationships between genotypes, phenotypes and fitness. These relationships lay at the centre of attempts to mathematically describe evolutionary processes and evolutionary dynamics.

The book addresses recent advances in the understanding of fitness landscapes in evolutionary biology and evolutionary computation. In the volume, experts in the field of fitness landscapes present these findings in an integrated way to make it accessible to a number of audiences: senior undergraduate and graduate students in computer science, theoretical biology, physics, applied mathematics and engineering, but also researcher looking for a reference or/and entry point into using fitness landscapes for analysing algorithms. Also practitioners wanting to employ fitness landscape techniques for evaluating bio- and nature-inspired computing algorithms can find valuable material in the book. For teaching proposes, the book could also be used as a reference handbook.

Part I Principles and Perspectives.- Part II Topology, Measures and Problem Hardness.- Part III Coevolution and Dynamics.- Part IV Visualization and Characterization.- Part V Outlook and Afterthoughts.

Erscheint lt. Verlag 4.12.2013
Reihe/Serie Emergence, Complexity and Computation
Zusatzinfo XXXVIII, 553 p. 201 illus., 75 illus. in color.
Verlagsort Berlin
Sprache englisch
Maße 155 x 235 mm
Gewicht 1005 g
Themenwelt Informatik Theorie / Studium Künstliche Intelligenz / Robotik
Informatik Weitere Themen Bioinformatik
Mathematik / Informatik Mathematik Angewandte Mathematik
Naturwissenschaften Biologie
Technik
Schlagworte evolutionary biology • evolutionary computation • Evolutionary Paths • Fitness Landscapes • Problem Hardness • Solving Optimization Problems • systems biology
ISBN-10 3-642-41887-2 / 3642418872
ISBN-13 978-3-642-41887-7 / 9783642418877
Zustand Neuware
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