Evolutionary and Swarm Intelligence Algorithms

Jagdish Chand Bansal, Pramod Kumar Singh, Nikhil R. Pal (Herausgeber)

Buch | Hardcover

X, 190 Seiten

2018
Springer International Publishing (Verlag)
9783319913391 (ISBN)

Artikel merken

This book is a delight for academics, researchers and professionals working in evolutionary and swarm computing, computational intelligence, machine learning and engineering design, as well as search and optimization in general. It provides an introduction to the design and development of a number of popular and recent swarm and evolutionary algorithms with a focus on their applications in engineering problems in diverse domains. The topics discussed include particle swarm optimization, the artificial bee colony algorithm, Spider Monkey optimization algorithm, genetic algorithms, constrained multi-objective evolutionary algorithms, genetic programming, and evolutionary fuzzy systems. A friendly and informative treatment of the topics makes this book an ideal reference for beginners and those with experience alike.

Swarm and Evolutionary Computation.- Particle Swarm Optimization.- Artificial Bee Colony Algorithm Variants and Its Application to Colormap Quantization.- Spider Monkey Optimization Algorithm.- Genetic Algorithm and Its Advances in Embracing Memetics.- Constrained Multi-Objective Evolutionary Algorithm.- Genetic Programming for Classification and Feature Selection.- Genetic Programming for Job Shop Scheduling.- Evolutionary Fuzzy Systems: A Case Study for Intrusion Detection Systems.

Erscheinungsdatum	28.06.2018
Reihe/Serie	Studies in Computational Intelligence
Zusatzinfo	X, 190 p. 57 illus., 21 illus. in color.
Verlagsort	Cham
Sprache	englisch
Maße	155 x 235 mm
Gewicht	467 g
Themenwelt	Informatik ► Theorie / Studium ► Künstliche Intelligenz / Robotik
Themenwelt	Technik
Schlagworte	Computational Intelligence • evolutionary algorithms • Evolutionary Intelligence • swarm • Swarm intelligence
ISBN-13	9783319913391 / 9783319913391
Zustand	Neuware