Machine Learning Assisted Evolutionary Multi- And Many- Objective Optimization

by Dhish Kumar Saxena, Erik D. Goodman, Kalyanmoy Deb

This book focuses on machine learning (ML) assisted evolutionary multi- and many-objective optimization (EM O). EM O algorithms, namely EM OAs, iteratively evolve a set of solutions towards a good Pareto Front approximation. The availability of multiple solution sets over successive generations makes EM OAs amenable to application of ML for different pursuits.
Recognizing the immense potential for ML-based enhancements in the EM O domain, this...

• Format: Hardcover
• Language: English
• ISBN: 9819920957
• ISBN13: 9789819920952
• Release Date: May 2024
• Publisher: Springer
• Length: 244 Pages
• Weight: 1.20 lbs.
• Dimensions: 0.6" x 6.1" x 9.2"