Can OneMax help optimizing LeadingOnes using the EA+RL method?

There exist optimization problems with the target objective, which is to be optimized, and several extra objectives, which can be helpful in the optimization process. The EA+RL method is designed to control optimization algorithms which solve problems with extra objectives. The method is based on th...

Full description

Saved in:
Bibliographic Details
Main Authors: Buzdalov, Maxim, Buzdalova, Arina
Format: Conference Proceeding
Language:English
Subjects:
Algorithm design and analysis
Evolutionary computation
Learning (artificial intelligence)
Markov processes
Optimization
Silicon
Switches
Online Access:Request full text
Tags: Add Tag
No Tags, Be the first to tag this record!
Description
Summary:There exist optimization problems with the target objective, which is to be optimized, and several extra objectives, which can be helpful in the optimization process. The EA+RL method is designed to control optimization algorithms which solve problems with extra objectives. The method is based on the use of reinforcement learning for adaptive online selection of objectives.
ISSN:1089-778X
1941-0026
DOI:10.1109/CEC.2015.7257100