35 citations · 393 across the 62 of their papers we have counts for
6 papers · 1 filter
Distributionally Robust Local Non-parametric Conditional Estimation
Viet Anh Nguyen, Fan Zhang, Jose Blanchet +2
Conditional estimation given specific covariate values (i.e., local conditional estimation or functional estimation) is ubiquitously useful with applications in engineering, social…
A Mean-Field Theory for Learning the Schönberg Measure of Radial Basis Functions
Masoud Badiei Khuzani, Yinyu Ye, Sandy Napel +1
We develop and analyze a projected particle Langevin optimization method to learn the distribution in the Schönberg integral representation of the radial basis functions from train…
Computations and Complexities of Tarski's Fixed Points and Supermodular Games
Chuangyin Dang, Qi Qi, Yinyu Ye
We consider two models of computation for Tarski's order preserving function f related to fixed points in a complete lattice: the oracle function model and the polynomial function…
Markets for Efficient Public Good Allocation with Social Distancing
Devansh Jalota, Qi Qi, Marco Pavone +1
Public goods are often either over-consumed in the absence of regulatory mechanisms, or remain completely unused, as in the Covid-19 pandemic, where social distance constraints are…
Sequential Batch Learning in Finite-Action Linear Contextual Bandits
Yanjun Han, Zhengqing Zhou, Zihao Hu +4
We study the sequential batch learning problem in linear contextual bandits with finite action sets, where the decision maker is constrained to split incoming individuals into (at…
Simple and Fast Algorithm for Binary Integer and Online Linear Programming
Xiaocheng Li, Chunlin Sun, Yinyu Ye
In this paper, we develop a simple and fast online algorithm for solving a class of binary integer linear programs (LPs) arisen in general resource allocation problem. The algorith…