Nonparametric bayesian matrix completion
Publication
, Journal Article
Zhou, M; Wang, C; Chen, M; Paisley, J; Dunson, D; Carin, L
Published in: 2010 IEEE Sensor Array and Multichannel Signal Processing Workshop, SAM 2010
December 20, 2010
The Beta-Binomial processes are considered for inferring missing values in matrices. The model moves beyond the low-rank assumption, modeling the matrix columns as residing in a nonlinear subspace. Large-scale problems are considered via efficient Gibbs sampling, yielding predictions as well as a measure of confidence in each prediction. Algorithm performance is considered for several datasets, with encouraging performance relative to existing approaches. © 2010 IEEE.
Duke Scholars
Published In
2010 IEEE Sensor Array and Multichannel Signal Processing Workshop, SAM 2010
DOI
Publication Date
December 20, 2010
Start / End Page
213 / 216
Citation
APA
Chicago
ICMJE
MLA
NLM
Zhou, M., Wang, C., Chen, M., Paisley, J., Dunson, D., & Carin, L. (2010). Nonparametric bayesian matrix completion. 2010 IEEE Sensor Array and Multichannel Signal Processing Workshop, SAM 2010, 213–216. https://doi.org/10.1109/SAM.2010.5606741
Zhou, M., C. Wang, M. Chen, J. Paisley, D. Dunson, and L. Carin. “Nonparametric bayesian matrix completion.” 2010 IEEE Sensor Array and Multichannel Signal Processing Workshop, SAM 2010, December 20, 2010, 213–16. https://doi.org/10.1109/SAM.2010.5606741.
Zhou M, Wang C, Chen M, Paisley J, Dunson D, Carin L. Nonparametric bayesian matrix completion. 2010 IEEE Sensor Array and Multichannel Signal Processing Workshop, SAM 2010. 2010 Dec 20;213–6.
Zhou, M., et al. “Nonparametric bayesian matrix completion.” 2010 IEEE Sensor Array and Multichannel Signal Processing Workshop, SAM 2010, Dec. 2010, pp. 213–16. Scopus, doi:10.1109/SAM.2010.5606741.
Zhou M, Wang C, Chen M, Paisley J, Dunson D, Carin L. Nonparametric bayesian matrix completion. 2010 IEEE Sensor Array and Multichannel Signal Processing Workshop, SAM 2010. 2010 Dec 20;213–216.
Published In
2010 IEEE Sensor Array and Multichannel Signal Processing Workshop, SAM 2010
DOI
Publication Date
December 20, 2010
Start / End Page
213 / 216