1.1k citations · 5.4k across the 59 of their papers we have counts for
4 papers · 2 filters
Impact of regularization on Spectral Clustering
Antony Joseph, Bin Yu
The performance of spectral clustering can be considerably improved via regularization, as demonstrated empirically in Amini et. al (2012). Here, we provide an attempt at quantifyi…
Error Rate Bounds in Crowdsourcing Models
Hongwei Li, Bin Yu, Dengyong Zhou
Crowdsourcing is an effective tool for human-powered computation on many tasks challenging for computers. In this paper, we provide finite-sample exponential bounds on the error ra…
Early stopping and non-parametric regression: An optimal data-dependent stopping rule
Garvesh Raskutti, Martin J. Wainwright, Bin Yu
The strategy of early stopping is a regularization technique based on choosing a stopping time for an iterative algorithm. Focusing on non-parametric regression in a reproducing ke…
Supplement to "Reversible MCMC on Markov equivalence classes of sparse directed acyclic graphs"
Yangbo He, Jinzhu Jia, Bin Yu
This supplementary material includes three parts: some preliminary results, four examples, an experiment, three new algorithms, and all proofs of the results in the paper "Reversib…