M. Wainwright

activity

20042022

most citedHigh-dimensional Ising model selection using

ℓ_{1}

-regularized logistic regression

538 citations · 1.8k across the 55 of their papers we have counts for

collaborators

Showing 2016Show all

2 papers · 1 filter

cs.LG2016

Feeling the Bern: Adaptive Estimators for Bernoulli Probabilities of Pairwise Comparisons

Nihar B. Shah, Sivaraman Balakrishnan, Martin J. Wainwright

We study methods for aggregating pairwise comparison data in order to estimate outcome probabilities for future comparisons among a collection of n items. Working within a flexible…

cs.LG2016

Asymptotic behavior of $ℓ_{p}$ -based Laplacian regularization in semi-supervised learning

Ahmed El Alaoui, Xiang Cheng, Aaditya Ramdas +2

Given a weighted graph with $N$ vertices, consider a real-valued regression problem in a semi-supervised setting, where one observes $n$ labeled vertices, and the task is to label…

Feeling the Bern: Adaptive Estimators for Bernoulli Probabilities of Pairwise Comparisons

Asymptotic behavior of ℓp​-based Laplacian regularization in semi-supervised learning

Asymptotic behavior of $ℓ_{p}$ -based Laplacian regularization in semi-supervised learning