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Suyun Liu
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Cited by
Year
Accuracy and fairness trade-offs in machine learning: A stochastic multi-objective approach
S Liu, LN Vicente
Computational Management Science 19 (3), 513-537, 2022
722022
The stochastic multi-gradient algorithm for multi-objective optimization and its application to supervised machine learning
S Liu, LN Vicente
Annals of Operations Research, 1-30, 2021
692021
A Stochastic Alternating Balance k-Means Algorithm for Fair Clustering
S Liu, LN Vicente
International Conference on Learning and Intelligent Optimization, 77-92, 2022
142022
Convergence rates of the stochastic alternating algorithm for bi-objective optimization
S Liu, LN Vicente
Journal of Optimization Theory and Applications 198 (1), 165-186, 2023
42023
The Sharpe predictor for fairness in machine learning
S Liu, LN Vicente
arXiv preprint arXiv:2108.06415, 2021
32021
A New Adaptive Slicing Algorithm Based on Slice Contour Construction in Layered Manufacturing Process
S Liu, A Joneja, K Tang
Hong Kong University of Science and Technology, 2017
32017
Fair machine learning through constrained stochastic optimization and an -constraint method
FE Curtis, S Liu, DP Robinson
Optimization Letters, 1-17, 2023
2023
A Review of Multi-Objective Optimization: Theory and Algorithms
S Liu, LN Vicente
2020
Online Convex Optimization in the Bandit Setting
S Liu
2019
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Articles 1–9