Playlist: 28 videos

Randomized Numerical Linear Algebra and Applications

0:35:47

Unbiased Estimates for Linear Regression via Volume Sampling

Michal Derezinski (UC Santa Cruz)
https://simons.berkeley.edu/talks/unbiased-estimates-linear-regression-volume-sampling
Randomized Numerical Linear Algebra and Applications
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0:34:47

Smoothed Analysis of Low Rank Solutions to Semidefinite Programs via Burer Monteiro Factorization

Praneeth Netrapalli (Microsoft Research India)
https://simons.berkeley.edu/talks/smoothed-analysis-low-rank-solutions-semidefinite-programs-burer-monteiro-factorization
Randomized Numerical Linear Algebra and Applications
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0:29:56

Matrix-free Construction of HSS Representations Using Adaptive Randomized Sampling

Xiaoye S. Li (LBNL)
https://simons.berkeley.edu/talks/matrix-free-construction-hss-representations-using-adaptive-randomized-sampling
Randomized Numerical Linear Algebra and Applications
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0:26:14

A Fast Algorithm for Computing the Maximum Weight Base in a Linear Matroid

Huy Nguyen (Northeastern University)
https://simons.berkeley.edu/talks/fast-algorithm-computing-maximum-weight-base-linear-matroid
Randomized Numerical Linear Algebra and Applications
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0:33:41

Matrix Martingales in Randomized Numerical Linear Algebra

Rasmus Kyng (Yale University)
https://simons.berkeley.edu/talks/matrix-martingales-randomized-numerical-linear-algebra
Randomized Numerical Linear Algebra and Applications
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0:34:4

Fast Algorithms for Multivariate ODEs arising in Sampling and Learning

Santosh Vempala (Georgia Institute of Technology)
https://simons.berkeley.edu/talks/fast-algorithms-multivariate-odes-arising-sampling-and-learning
Randomized Numerical Linear Algebra and Applications
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0:28:48

Spectrally Robust Graph Isomorphism

Yiannis Koutis (New Jersey Institute of Technology)
https://simons.berkeley.edu/talks/spectrally-robust-graph-isomorphism
Randomized Numerical Linear Algebra and Applications
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0:33:49

Subspace Clustering using Ensembles of K-Subspaces

Laura Balzano (University of Michigan)
https://simons.berkeley.edu/talks/subspace-clustering-using-ensembles-k-subspaces
Randomized Numerical Linear Algebra and Applications
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