activity
20142026
most citedThe generalization error of max-margin linear classifiers: Benign overfitting and high dimensional asymptotics in the overparametrized regime

88 citations · 333 across the 26 of their papers we have counts for

collaborators
Showing 2020Show all

3 papers · 1 filter

stat.ME2020★ 2 cited

A Self-Penalizing Objective Function for Scalable Interaction Detection

Keli Liu, Feng Ruan

We tackle the problem of nonparametric variable selection with a focus on discovering interactions between variables. With variables there are possible order- inter…

cs.LG2020★ 21 cited

Bandit Learning in Decentralized Matching Markets

Lydia T. Liu, Feng Ruan, Horia Mania +1

We study two-sided matching markets in which one side of the market (the players) does not have a priori knowledge about its preferences for the other side (the arms) and is requir…

stat.ML2020

Is Temporal Difference Learning Optimal? An Instance-Dependent Analysis

Koulik Khamaru, Ashwin Pananjady, Feng Ruan +2

We address the problem of policy evaluation in discounted Markov decision processes, and provide instance-dependent guarantees on the -error under a generative model.…