Suyun Liu

According to our database, Suyun Liu authored at least 6 papers between 2021 and 2024.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2024

Fair machine learning through constrained stochastic optimization and an ε-constraint method.

Frank E. Curtis, Suyun Liu, Daniel P. Robinson

Optim. Lett., December, 2024

The stochastic multi-gradient algorithm for multi-objective optimization and its application to supervised machine learning.

Suyun Liu, Luís Nunes Vicente

Ann. Oper. Res., August, 2024

2023

Convergence Rates of the Stochastic Alternating Algorithm for Bi-Objective Optimization.

Suyun Liu, Luís Nunes Vicente

J. Optim. Theory Appl., July, 2023

2022

Accuracy and fairness trade-offs in machine learning: a stochastic multi-objective approach.

Suyun Liu, Luís Nunes Vicente

Comput. Manag. Sci., 2022

A Stochastic Alternating Balance k-Means Algorithm for Fair Clustering.

Suyun Liu, Luís Nunes Vicente

Proceedings of the Learning and Intelligent Optimization - 16th International Conference, 2022

2021

The Sharpe predictor for fairness in machine learning.

Suyun Liu, Luís Nunes Vicente

CoRR, 2021