An oracle inequality for quasi-Bayesian nonnegative matrix factorization

Author:

Alquier P.,Guedj B.

Publisher

Allerton Press

Subject

Statistics, Probability and Uncertainty,Statistics and Probability

Reference50 articles.

1. G. I. Allen, L. Grosenick, and J. Taylor, “A Generalized Least-Square Matrix Decomposition”, J. Amer. Statist. Assoc. 109 (505), 145–159 (2014).

2. P. Alquier, “Bayesian Methods for Low-Rank Matrix Estimation: Short Survey and Theoretical Study”, in Algorithmic Learning Theory 2013 (Springer, 2013), pp. 309–323.

3. P. Alquier, V. Cottet, N. Chopin, and J. Rousseau, Bayesian Matrix Completion: Prior Specification, Preprint arXiv:1406.1440 (2014).

4. P. Alquier, J. Ridgway, and N. Chopin, On the Properties of Variational Approximations of Gibbs Posteriors, J. Machine Learning Res., 17 (239), 1–41 (2016).

5. C. M. Bishop, Pattern Recognition and Machine Learning (Springer, 2006), Chapter10.

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