NIPS: Spotlight Session 5 – Regression and Time Series Spotlights

  • Brian McWilliams, Miles Lopes, Praneeth Netrapalli, Rose Yu, Taylor Berg-Kirkpatrick, and Yuchen Zhang

M. Lopes
A Residual Bootstrap for High-Dimensional Regression with Near Low-Rank Designs

B. McWilliams, G. Krummenacher, M. Lucic, J. Buhmann
Fast and Robust Least Squares Estimation in Corrupted Linear Models

M. Bahadori, R. Yu, Y. Liu
Fast Multivariate Spatio-temporal Analysis via Low Rank Tensor Learning

P. Netrapalli, N. U N, S. Sanghavi, A. Anandkumar, P. Jain
Non-convex Robust PCA

Y. Zhang, X. Chen, D. Zhou, M. Jordan
Spectral Methods meet EM: A Provably Optimal Algorithm for Crowdsourcing

T. Berg-Kirkpatrick, J. Andreas, D. Klein
Unsupervised Transcription of Piano Music

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