Bin Yu

activity

20052021

most citedMeta-learners for Estimating Heterogeneous Treatment Effects using Machine Learning

1.1k citations · 5.4k across the 59 of their papers we have counts for

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Showing 2008 · stat.MLShow all

2 papers · 2 filters

stat.ML2008★ 49 cited

High-dimensional covariance estimation by minimizing $ℓ_{1}$ -penalized log-determinant divergence

Pradeep Ravikumar, Martin J. Wainwright, Garvesh Raskutti +1

Given i.i.d. observations of a random vector $X \in R^{p}$ , we study the problem of estimating both its covariance matrix $Σ^{*}$ , and its inverse covariance or concentration…

stat.ML2008★ 76 cited

Data spectroscopy: Eigenspaces of convolution operators and clustering

Tao Shi, Mikhail Belkin, Bin Yu

This paper focuses on obtaining clustering information about a distribution from its i.i.d. samples. We develop theoretical results to understand and use clustering information con…

High-dimensional covariance estimation by minimizing ℓ1​-penalized log-determinant divergence

Data spectroscopy: Eigenspaces of convolution operators and clustering

High-dimensional covariance estimation by minimizing $ℓ_{1}$ -penalized log-determinant divergence