Generic Instance-Specific Automated Parameter Tuning Framework

• Main Author: LINDAWATI, Linda
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2014
• Subjects: instance-specific; generic; automated parameter tuning; cluster-based; search trajectory; meta-heuristics; Computer Sciences; Operations Research, Systems Engineering and Industrial Engineering; Theory and Algorithms
• Online Access: https://ink.library.smu.edu.sg/etd_coll/100; https://ink.library.smu.edu.sg/cgi/viewcontent.cgi?article=1099&context=etd_coll
• Institution: Singapore Management University

Meta-heuristic algorithms play an important role in solving combinatorial optimization problems (COP) in many practical applications. The caveat is that the performance of these meta-heuristic algorithms is highly dependent on their parameter configuration which controls the algorithm behaviour. Sel...