Pareto optimization with small data by learning across common objective spaces

• Main Authors: Tan, Chin Sheng, Gupta, Abhishek, Ong, Yew-Soon, Pratama, Mahardhika, Tan, Puay Siew, Lam, Siew-Kei
• Other Authors: School of Computer Science and Engineering
• Format: Article
• Language: English
• Published: 2023
• Subjects: Engineering::Computer science and engineering; Multi-Objective Optimization; Pareto Estimation
• Online Access: https://hdl.handle.net/10356/169428
• Institution: Nanyang Technological University

In multi-objective optimization, it becomes prohibitively difficult to cover the Pareto front (PF) as the number of points scales exponentially with the dimensionality of the objective space. The challenge is exacerbated in expensive optimization domains where evaluation data is at a premium. To ove...