3 citations · 3 across the 3 of their papers we have counts for
3 papers
stat.ML2022★ 3 cited
Fair Data Representation for Machine Learning at the Pareto Frontier
Shizhou Xu, Thomas Strohmer
As machine learning powered decision-making becomes increasingly important in our daily lives, it is imperative to strive for fairness in the underlying data processing. We propose…
math.PR2020
State-Driven Dynamic Graphon Model
Shizhou Xu, Quanyan Zhu
This paper shows the equivalence class definition of graphons hinders a direct development of dynamics on the graphon space, and hence proposes a state-driven approach to obtain dy…
math.PR2018
Operator-Theoretical Treatment of Ergodic Theorem and Its Application to Dynamic Models in Economics
Shizhou Xu
The purpose of this paper is to study the time average behavior of Markov chains with transition probabilities being kernels of completely continuous operators, and therefore to pr…