1st Edition

Swarm Intelligence and Deep Evolution Evolutionary Approach to Artificial Intelligence

By Hitoshi Iba Copyright 2022
288 Pages 9 Color & 188 B/W Illustrations
by CRC Press

288 Pages 9 Color & 188 B/W Illustrations
by CRC Press

288 Pages 9 Color & 188 B/W Illustrations
by CRC Press

The book provides theoretical and practical knowledge about swarm intelligence and evolutionary computation. It describes the emerging trends in deep learning that involve the integration of swarm intelligence and evolutionary computation with deep learning, i.e., deep neuroevolution and deep swarms. The study reviews the research on network structures and hyperparameters in deep learning, and... Read more

1. AI: Past and Present

2. Evolutionary Theories for AI

3. Evolutionary Computation

4. Swarm Intelligence

5. Deep Learning and Evolution

6. Deep Swarms and Evolution

7. Emergence of Intelligence

Biography

Hitoshi Iba is a Professor at the Graduate School of Information Science and Technology at the University of Tokyo. From 1990 to 1998, he was a senior researcher at the Electro Technical Laboratory (ETL) in Ibaraki, Japan. He is a founding associate editor of the Journal of Genetic Programming and Evolvable Machines (GPEM) and was a founding associate editor of IEEE transactions on Evolutionary Computation. He has published more than one hundred papers and is also a (co-)author of more than ten books. He is also an underwater naturalist and experienced PADI divemaster having completed more than a thousand dives.