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cs.NE2023
Improving Performance Insensitivity of Large-scale Multiobjective Optimization via Monte Carlo Tree Search
Haokai Hong, Min Jiang, Gary G. Yen
The large-scale multiobjective optimization problem (LSMOP) is characterized by simultaneously optimizing multiple conflicting objectives and involving hundreds of decision variabl…
cs.NE2023
Efficiently Tackling Million-Dimensional Multiobjective Problems: A Direction Sampling and Fine-Tuning Approach
Haokai Hong, Min Jiang, Qiuzhen Lin +1
We define very large-scale multiobjective optimization problems as optimizing multiple objectives (VLSMOPs) with more than 100,000 decision variables. These problems hold substanti…