Instance-specific selection of AOS methods for solving combinatorial optimisation problems via neural networks

• Main Authors: TENG, Teck Hou (DENG Dehao), LAU, Hoong Chuin, GUNAWAN, Aldy
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2018
• Subjects: Artificial Intelligence and Robotics; Operations Research, Systems Engineering and Industrial Engineering
• Online Access: https://ink.library.smu.edu.sg/sis_research/4285; https://ink.library.smu.edu.sg/context/sis_research/article/5288/viewcontent/LION_2018___Instance_Specific_Selection_of_AOS_Methods_for_Solving_Combinatorial_Optimisation_Problems_via_Neural_Network.pdf
• Institution: Singapore Management University

Solving combinatorial optimization problems using a fixed set of operators has been known to produce poor quality solutions. Thus, adaptive operator selection (AOS) methods have been proposed. But, despite such effort, challenges such as the choice of suitable AOS method and configuring it correctly...