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Low Rank Matrix Completion with Exponential Family Noise

Published on Aug 20, 20151904 Views

Jean Lafond

The matrix completion problem consists in reconstructing a matrix from a sample of entries observed with noise. A popular class of estimator, known as nuclear norm penalized estimators, are based on m

COLT 2015 - Paris

Related categories

Active LearningComputational Learning TheoryOn-line LearningReinforcement LearningSemi-supervised Learning

Chapter list

Low Rank Matrix Completion with Exponential Family Noise00:00
Movie ratings - 100:06
Movie ratings - 200:32
Wide variety of data and distributions - 100:40
Wide variety of data and distributions - 200:55
Wide variety of data and distributions - 301:02
General Framework: Natural Exponential Family - 101:20
General Framework: Natural Exponential Family - 201:48
General Framework: Natural Exponential Family - 301:53
General Framework: Natural Exponential Family - 402:03
General Framework: Natural Exponential Family - 502:14
General Framework: Natural Exponential Family - 602:25
General Framework: Natural Exponential Family - 702:31
General Framework: Natural Exponential Family - 802:39
Contribution: Minimax Guarantees03:18