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Principal Feature Detection via $Φ$ -Sobolev Inequalities

10 May 2023

Matthew T.C. Li

Youssef Marzouk

O. Zahm

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Papers citing "Principal Feature Detection via $Φ$-Sobolev Inequalities"

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Title
Explicit convergence bounds for Metropolis Markov chains: isoperimetry, spectral gaps and profiles Christophe Andrieu Anthony Lee Samuel Power Andi Q. Wang 43 23 0 16 Nov 2022
Large deviation theory-based adaptive importance sampling for rare events in high dimensions Shanyin Tong G. Stadler 71 8 0 13 Sep 2022
Gradient-based data and parameter dimension reduction for Bayesian models: an information theoretic perspective Ricardo Baptista Youssef Marzouk O. Zahm 43 14 0 18 Jul 2022
Certified Dimension Reduction for Bayesian Updating with the Cross-Entropy Method Max Ehre Rafael Flock M. Fußeder I. Papaioannou D. Štraub 37 3 0 07 Jun 2022
A short note on an inequality between KL and TV C. Canonne 48 42 0 15 Feb 2022
hIPPYlib-MUQ: A Bayesian Inference Software Framework for Integration of Data with Complex Predictive Models under Uncertainty Ki-tae Kim Umberto Villa M. Parno Youssef Marzouk Omar Ghattas N. Petra 68 19 0 01 Dec 2021
A unified performance analysis of likelihood-informed subspace methods Tiangang Cui X. Tong 64 26 0 07 Jan 2021
Cross-entropy-based importance sampling with failure-informed dimension reduction for rare event simulation Felipe Uribe I. Papaioannou Youssef M. Marzouk D. Štraub 42 40 0 09 Jun 2020
Projected Stein Variational Gradient Descent Peng Chen Omar Ghattas BDL 88 70 0 09 Feb 2020
Normalizing Flows for Probabilistic Modeling and Inference George Papamakarios Eric T. Nalisnick Danilo Jimenez Rezende S. Mohamed Balaji Lakshminarayanan TPM AI4CE 213 1,717 0 05 Dec 2019
Rapid Convergence of the Unadjusted Langevin Algorithm: Isoperimetry Suffices Santosh Vempala Andre Wibisono 97 269 0 20 Mar 2019
Geometric MCMC for Infinite-Dimensional Inverse Problems A. Beskos Mark Girolami Shiwei Lan P. Farrell Andrew M. Stuart 62 144 0 20 Jun 2016
Iterative Gaussianization: from ICA to Random Rotations Valero Laparra Gustavo Camps-Valls Jesús Malo 139 126 0 31 Jan 2016
Variational Inference with Normalizing Flows Danilo Jimenez Rezende S. Mohamed DRL BDL 322 4,197 0 21 May 2015
Dimension-independent likelihood-informed MCMC Tiangang Cui K. Law Youssef M. Marzouk 75 200 0 13 Nov 2014
Optimal low-rank approximations of Bayesian linear inverse problems Alessio Spantini A. Solonen Tiangang Cui James Martin L. Tenorio Youssef Marzouk 99 130 0 13 Jul 2014
Likelihood-informed dimension reduction for nonlinear inverse problems Tiangang Cui James Martin Youssef M. Marzouk A. Solonen Alessio Spantini 85 159 0 19 Mar 2014
Can local particle filters beat the curse of dimensionality? Patrick Rebeschini R. Handel 136 239 0 28 Jan 2013
Optimal scaling and diffusion limits for the Langevin algorithm in high dimensions Natesh S. Pillai Andrew M. Stuart Alexandre Hoang Thiery 109 99 0 02 Mar 2011
On Pairs of $f$ -divergences and their Joint Range P. Harremoes I. Vajda 112 54 0 01 Jul 2010

Principal Feature Detection via ΦΦΦ-Sobolev Inequalities

Papers citing "Principal Feature Detection via $Φ$-Sobolev Inequalities"

Principal Feature Detection via $Φ$ -Sobolev Inequalities