Building algorithm portfolios for memetic algorithms

• Main Authors: MISIR, Mustafa, HANDOKO, Stephanus Daniel, LAU, Hoong Chuin
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2014
• Subjects: Artificial Intelligence and Robotics; Theory and Algorithms
• Online Access: https://ink.library.smu.edu.sg/sis_research/2665; https://ink.library.smu.edu.sg/context/sis_research/article/3665/viewcontent/BuildingAlgorPortfoliosMemeticAlgor_2014.pdf
• Institution: Singapore Management University

The present study introduces an automated mechanism to build algorithm portfolios for memetic algorithms. The objective is to determine an algorithm set involving combinations of crossover, mutation and local search operators based on their past performance. The past performance is used to cluster a...