166 citations · 256 across the 15 of their papers we have counts for
4 papers · 1 filter
Online Statistical Inference for Contextual Bandits via Stochastic Gradient Descent
Xiangyu Chang, Xi Chen, Zehua Lai +3
With the fast development of big data, learning the optimal decision rule by recursively updating it and making online decisions has been easier than before. We study the online st…
Online Statistical Inference in Decision-Making with Matrix Context
Qiyu Han, Will Wei Sun, Yichen Zhang
The study of online decision-making problems that leverage contextual information has drawn notable attention due to their significant applications in fields ranging from healthcar…
Distributed Estimation and Inference for Semi-parametric Binary Response Models
Xi Chen, Wenbo Jing, Weidong Liu +1
The development of modern technology has enabled data collection of unprecedented size, which poses new challenges to many statistical estimation and inference problems. This paper…
Distributed Optimization with Inexact Oracle
Kui Zhu, Yichen Zhang, Yutao Tang
In this paper, we study the distributed optimization problem using approximate first-order information. We suppose the agent can repeatedly call an inexact first-order oracle of ea…