<?xml version="1.0" encoding="utf-8" standalone="yes"?><rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom"><channel><title>Article-Journal | Kolar ML Lab</title><link>https://mkolar.coffeejunkies.org/publication-type/article-journal/</link><atom:link href="https://mkolar.coffeejunkies.org/publication-type/article-journal/index.xml" rel="self" type="application/rss+xml"/><description>Article-Journal</description><generator>HugoBlox Kit (https://hugoblox.com)</generator><language>en-us</language><lastBuildDate>Thu, 01 Dec 2022 00:00:00 +0000</lastBuildDate><image><url>https://mkolar.coffeejunkies.org/media/icon_hu_d95fdac2d0e08a71.png</url><title>Article-Journal</title><link>https://mkolar.coffeejunkies.org/publication-type/article-journal/</link></image><item><title>Provably training overparameterized neural network classifiers with non-convex constraints</title><link>https://mkolar.coffeejunkies.org/publication/chen-2020-provably/</link><pubDate>Thu, 01 Dec 2022 00:00:00 +0000</pubDate><guid>https://mkolar.coffeejunkies.org/publication/chen-2020-provably/</guid><description/></item><item><title>Local AdaGrad-type algorithm for stochastic convex-concave optimization</title><link>https://mkolar.coffeejunkies.org/publication/liao-2021-local/</link><pubDate>Tue, 01 Nov 2022 00:00:00 +0000</pubDate><guid>https://mkolar.coffeejunkies.org/publication/liao-2021-local/</guid><description/></item><item><title>An adaptive stochastic sequential quadratic programming with differentiable exact augmented lagrangians</title><link>https://mkolar.coffeejunkies.org/publication/na-2021-adaptive/</link><pubDate>Wed, 01 Jun 2022 00:00:00 +0000</pubDate><guid>https://mkolar.coffeejunkies.org/publication/na-2021-adaptive/</guid><description/></item><item><title>A Nonconvex Framework for Structured Dynamic Covariance Recovery</title><link>https://mkolar.coffeejunkies.org/publication/tsai-2020-nonconvex/</link><pubDate>Sat, 01 Jan 2022 00:00:00 +0000</pubDate><guid>https://mkolar.coffeejunkies.org/publication/tsai-2020-nonconvex/</guid><description/></item><item><title>FuDGE: A Method to Estimate a Functional Differential Graph in a High-Dimensional Setting</title><link>https://mkolar.coffeejunkies.org/publication/zhao-2020-fu-dge/</link><pubDate>Sat, 01 Jan 2022 00:00:00 +0000</pubDate><guid>https://mkolar.coffeejunkies.org/publication/zhao-2020-fu-dge/</guid><description/></item><item><title>Joint Gaussian Graphical Model Estimation: A Survey</title><link>https://mkolar.coffeejunkies.org/publication/tsai-2021-joint/</link><pubDate>Sat, 01 Jan 2022 00:00:00 +0000</pubDate><guid>https://mkolar.coffeejunkies.org/publication/tsai-2021-joint/</guid><description/></item><item><title>Inference for high-dimensional varying-coefficient quantile regression</title><link>https://mkolar.coffeejunkies.org/publication/dai-2021-inference/</link><pubDate>Mon, 27 Dec 2021 00:00:00 +0000</pubDate><guid>https://mkolar.coffeejunkies.org/publication/dai-2021-inference/</guid><description/></item><item><title>Two-sample inference for high-dimensional Markov networks</title><link>https://mkolar.coffeejunkies.org/publication/kim-2019-two/</link><pubDate>Tue, 14 Sep 2021 00:00:00 +0000</pubDate><guid>https://mkolar.coffeejunkies.org/publication/kim-2019-two/</guid><description/></item><item><title>Estimating differential latent variable graphical models with applications to brain connectivity</title><link>https://mkolar.coffeejunkies.org/publication/na-2019-estimating/</link><pubDate>Tue, 01 Jun 2021 00:00:00 +0000</pubDate><guid>https://mkolar.coffeejunkies.org/publication/na-2019-estimating/</guid><description/></item><item><title>High-dimensional Index Volatility Models via Stein's Identity</title><link>https://mkolar.coffeejunkies.org/publication/na-2018-high/</link><pubDate>Sat, 01 May 2021 00:00:00 +0000</pubDate><guid>https://mkolar.coffeejunkies.org/publication/na-2018-high/</guid><description/></item><item><title>Tensor Canonical Correlation Analysis With Convergence and Statistical Guarantees</title><link>https://mkolar.coffeejunkies.org/publication/chen-2019-tensor/</link><pubDate>Mon, 25 Jan 2021 00:00:00 +0000</pubDate><guid>https://mkolar.coffeejunkies.org/publication/chen-2019-tensor/</guid><description/></item><item><title>Estimation of a Low-rank Topic-Based Model for Information Cascades</title><link>https://mkolar.coffeejunkies.org/publication/yu-2017-estimation/</link><pubDate>Sun, 26 Apr 2020 00:00:00 +0000</pubDate><guid>https://mkolar.coffeejunkies.org/publication/yu-2017-estimation/</guid><description/></item><item><title>Recovery of simultaneous low rank and two-way sparse coefficient matrices, a nonconvex approach</title><link>https://mkolar.coffeejunkies.org/publication/yu-2018-recovery/</link><pubDate>Wed, 22 Jan 2020 00:00:00 +0000</pubDate><guid>https://mkolar.coffeejunkies.org/publication/yu-2018-recovery/</guid><description/></item><item><title>Kernel meets sieve: post-regularization confidence bands for sparse additive model</title><link>https://mkolar.coffeejunkies.org/publication/lu-2019-kernel/</link><pubDate>Wed, 01 Jan 2020 00:00:00 +0000</pubDate><guid>https://mkolar.coffeejunkies.org/publication/lu-2019-kernel/</guid><description/></item><item><title>Simultaneous Inference for Pairwise Graphical Models with Generalized Score Matching</title><link>https://mkolar.coffeejunkies.org/publication/yu-2019-simultaneous/</link><pubDate>Wed, 01 Jan 2020 00:00:00 +0000</pubDate><guid>https://mkolar.coffeejunkies.org/publication/yu-2019-simultaneous/</guid><description/></item><item><title>High-dimensional Varying Index Coefficient Models via Stein's Identity</title><link>https://mkolar.coffeejunkies.org/publication/na-2019-high/</link><pubDate>Tue, 01 Jan 2019 00:00:00 +0000</pubDate><guid>https://mkolar.coffeejunkies.org/publication/na-2019-high/</guid><description/></item><item><title>Post-Regularization Inference for Time-Varying Nonparanormal Graphical Models</title><link>https://mkolar.coffeejunkies.org/publication/lu-2015-posta/</link><pubDate>Mon, 01 Jan 2018 00:00:00 +0000</pubDate><guid>https://mkolar.coffeejunkies.org/publication/lu-2015-posta/</guid><description/></item><item><title>ROCKET: Robust confidence intervals via Kendall's tau for transelliptical graphical models</title><link>https://mkolar.coffeejunkies.org/publication/barber-2015-rocket/</link><pubDate>Mon, 01 Jan 2018 00:00:00 +0000</pubDate><guid>https://mkolar.coffeejunkies.org/publication/barber-2015-rocket/</guid><description/></item><item><title>Scalable Peaceman-Rachford Splitting Method with Proximal Terms</title><link>https://mkolar.coffeejunkies.org/publication/na-2017-scalable/</link><pubDate>Tue, 14 Nov 2017 00:00:00 +0000</pubDate><guid>https://mkolar.coffeejunkies.org/publication/na-2017-scalable/</guid><description/></item><item><title>Recovering block-structured activations using compressive measurements</title><link>https://mkolar.coffeejunkies.org/publication/balakrishnan-2012-recovering/</link><pubDate>Sun, 01 Jan 2017 00:00:00 +0000</pubDate><guid>https://mkolar.coffeejunkies.org/publication/balakrishnan-2012-recovering/</guid><description/></item><item><title>Sketching meets random projection in the dual: a provable recovery algorithm for big and high-dimensional data</title><link>https://mkolar.coffeejunkies.org/publication/wang-2017-sketching/</link><pubDate>Sun, 01 Jan 2017 00:00:00 +0000</pubDate><guid>https://mkolar.coffeejunkies.org/publication/wang-2017-sketching/</guid><description/></item><item><title>Uniform inference for high-dimensional quantile regression: linear functionals and regression rank scores</title><link>https://mkolar.coffeejunkies.org/publication/bradic-2017-uniform/</link><pubDate>Sun, 01 Jan 2017 00:00:00 +0000</pubDate><guid>https://mkolar.coffeejunkies.org/publication/bradic-2017-uniform/</guid><description/></item><item><title>Discussion of ``Coauthorship and citation networks for statisticians''</title><link>https://mkolar.coffeejunkies.org/publication/kolar-2016-discussion/</link><pubDate>Fri, 01 Jan 2016 00:00:00 +0000</pubDate><guid>https://mkolar.coffeejunkies.org/publication/kolar-2016-discussion/</guid><description/></item><item><title>Optimal variable selection in multi-group sparse discriminant analysis</title><link>https://mkolar.coffeejunkies.org/publication/gaynanova-2014-optimal/</link><pubDate>Thu, 01 Jan 2015 00:00:00 +0000</pubDate><guid>https://mkolar.coffeejunkies.org/publication/gaynanova-2014-optimal/</guid><description/></item><item><title>A General Framework for Robust Testing and Confidence Regions in High-Dimensional Quantile Regression</title><link>https://mkolar.coffeejunkies.org/publication/zhao-2014-general/</link><pubDate>Mon, 01 Dec 2014 00:00:00 +0000</pubDate><guid>https://mkolar.coffeejunkies.org/publication/zhao-2014-general/</guid><description/></item><item><title>Optimal Feature Selection in High-Dimensional Discriminant Analysis</title><link>https://mkolar.coffeejunkies.org/publication/kolar-2013-optimal/</link><pubDate>Sun, 01 Jun 2014 00:00:00 +0000</pubDate><guid>https://mkolar.coffeejunkies.org/publication/kolar-2013-optimal/</guid><description/></item><item><title>Berry-Esseen bounds for estimating undirected graphs</title><link>https://mkolar.coffeejunkies.org/publication/wasserman-2014-berry/</link><pubDate>Wed, 01 Jan 2014 00:00:00 +0000</pubDate><guid>https://mkolar.coffeejunkies.org/publication/wasserman-2014-berry/</guid><description/></item><item><title>Graph Estimation From Multi-attribute Data</title><link>https://mkolar.coffeejunkies.org/publication/kolar-2014-graph/</link><pubDate>Wed, 01 Jan 2014 00:00:00 +0000</pubDate><guid>https://mkolar.coffeejunkies.org/publication/kolar-2014-graph/</guid><description/></item><item><title>Estimating Networks With Jumps</title><link>https://mkolar.coffeejunkies.org/publication/kolar-10-estimating/</link><pubDate>Sun, 01 Jan 2012 00:00:00 +0000</pubDate><guid>https://mkolar.coffeejunkies.org/publication/kolar-10-estimating/</guid><description/></item><item><title>Union Support Recovery In Multi-task Learning</title><link>https://mkolar.coffeejunkies.org/publication/kolar-11-union/</link><pubDate>Sat, 01 Jan 2011 00:00:00 +0000</pubDate><guid>https://mkolar.coffeejunkies.org/publication/kolar-11-union/</guid><description/></item><item><title>Estimating Time-varying Networks</title><link>https://mkolar.coffeejunkies.org/publication/kolar-2010-estimating/</link><pubDate>Fri, 01 Jan 2010 00:00:00 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