Search Results for author: Weiduo Liao

Found 3 papers, 0 papers with code

Data-Driven Preference Sampling for Pareto Front Learning

no code implementations12 Apr 2024 Rongguang Ye, Lei Chen, Weiduo Liao, Jinyuan Zhang, Hisao Ishibuchi

In this manner, the proposed method can sample preference vectors from the location of the Pareto front with a high probability.

HV-Net: Hypervolume Approximation based on DeepSets

no code implementations4 Mar 2022 Ke Shang, WeiYu Chen, Weiduo Liao, Hisao Ishibuchi

In this letter, we propose HV-Net, a new method for hypervolume approximation in evolutionary multi-objective optimization.

Hypervolume-Optimal $μ$-Distributions on Line/Plane-based Pareto Fronts in Three Dimensions

no code implementations20 Apr 2021 Ke Shang, Hisao Ishibuchi, WeiYu Chen, Yang Nan, Weiduo Liao

Then, we show that a uniform solution set on the plane-based Pareto front is not always optimal for hypervolume maximization.

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