Efficient matrix completion with Gaussian models

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. © 2011 IEEE.

Full Text

Duke Authors

Cited Authors

  • Léger, F; Yu, G; Sapiro, G

Published Date

  • 2011

Published In

Start / End Page

  • 1113 - 1116

International Standard Serial Number (ISSN)

  • 1520-6149

Digital Object Identifier (DOI)

  • 10.1109/ICASSP.2011.5946603

Citation Source

  • SciVal