@inproceedings{9169722cc9634085a42d2505d0eded99,
title = "Efficient matrix completion with Gaussian models",
abstract = "A general framework based on Gaussian models and a MAPEM algorithm is introduced in this paper for solving matrix/ table completion problems. The numerical experiments with the standard and challenging movie ratings data show that the proposed approach, based on probably one of the simplest probabilistic models, leads to the results in the same ballpark as the state-of-the-art, at a lower computational cost.",
keywords = "collaborative filtering, EM algorithm, Gaussian mixture models, inverse problems, MAP estimation, Matrix completion",
author = "Flavien L{\'e}ger and Guoshen Yu and Guillermo Sapiro",
year = "2011",
doi = "10.1109/ICASSP.2011.5946603",
language = "English (US)",
isbn = "9781457705397",
series = "ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings",
pages = "1113--1116",
booktitle = "2011 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2011 - Proceedings",
note = "36th IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2011 ; Conference date: 22-05-2011 Through 27-05-2011",
}