Swarm Intelligence and Evolutionary Computation: Theory, Advances and Applications in Machine Learning and Deep Learning

ISBN-13: 9781032162508 / Angielski / Twarda / 2023 / 204 str.

Kouziokas, Georgios

Opis

This book aims at providing theoretical knowledge in the application of swarm intelligence and evolutionary computation including several recent meta-heuristic algorithms and also providing practical emerging applications in machine learning and deep learning.

Spis treści

1. Computational optimization  2. Evolutionary Computation and Genetic Algorithm  3. Swarm Intelligence and Particle Swarm Optimization  4. Ant Colony Optimization and Artificial Bee Colony  5. Cuckoo Search and Bat Swarm Algorithm  6. Firefly Algorithm, Harmony Search and Cat Swarm Algorithm  7. Grey Wolf, Whale and Grasshopper Optimization  8. Machine Learning Optimization Applications  9. Swarm and Evolutionary Intelligence in Deep Learning