Categorical matrix completion

2015 IEEE 6th International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, CAMSAP 2015

Volumn , Issue , 2015, Pages 369-372

  Cao, Yang ^a   Xie, Yao ^a  

^a Georgia Institute of Technology   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

COMPUTATION THEORY;

CONSTANT FACTORS; LIKELIHOOD RATIOS; LINK FUNCTIONS; LOW-RANK MATRICES; MATRIX COMPLETION; MULTIPLE LINKS; PARTIAL OBSERVATION; UPPER AND LOWER BOUNDS;

MATRIX ALGEBRA;

EID: 84963864752     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/CAMSAP.2015.7383813     Document Type: Conference Paper

References (17)

1. M. A. Davenport, Y. Plan, E. van den Berg, and M. Wootters, "1-bit matrix completion," Information and Inference, vol. 3, no. 3, pp. 189-223, 2014.
2. E. J. Candes and B. Recht, "Exact matrix completion via convex optimization," Foundations of Computational Mathematics (FOCS), vol. 9, no. 6, pp. 717-772, 2009.
3. E. J. Candes and Y. Plan, "Matrix completion with noise," Proc. IEEE, vol. 98, no. 6, pp. 925-936, 2010.
4. O. Klopp, J. Lafond, E. Moulines, and J. Salmon, "Adaptive multinomial matrix completion," arXiv preprint arXiv:1408.6218, 2014.
5. J. Lafond, O. Klopp, E. Moulines, and J. Salmon, "Probabilistic lowrank matrix completion on finite alphabets," in Advances in Neural Information Processing Systems, pp. 1727-1735, 2014.
6. T. Cai and W.-X. Zhou, "A max-norm constrained minimization approach to 1-bit matrix completion," The Journal of Machine Learning Research, vol. 14, no. 1, pp. 3619-3647, 2013.
7. A. Soni, S. Jain, J. Haupt, and S. Gonella, "Noisy matrix completion under sparse factor models," arXiv:1411.0282, 2014.
8. A. Soni and J. Haupt, "Estimation error guarantees for poisson denoising with sparse and structured dictionary models," in IEEE Int. Symp. Info. Theory (ISIT), pp. 2002-2006, IEEE, 2014.
9. Y. Cao and Y. Xie, "Poisson matrix recovery and completion," arXiv preprint arXiv:1504.05229, 2015.
10. J. Lafond, "Low rank matrix completion with exponential family noise," arXiv:1502.06919, 2015.
11. Y. Cao and Y. Xie, "Categorical matrix completion," arXiv:1507.00421, 2015.
12. A. Agresti and M. Kateri, Categorical data analysis. Springer, 2011.
13. Z. Liu and L. Vandenberghe, "Interior-point method for nuclear norm approximation with application to system identification," SIAM J. Matrix Analysis and Applications, vol. 31, no. 3, pp. 1235-1256, 2009.
14. J.-F. Cai, E. J. Candes, and Z. Shen, "A singular value thresholding algorithm for matrix completion," SIAM J. Optimization, vol. 20, no. 4, pp. 1956-1982, 2010.
15. M. Ledoux and M. Talagrand, Probability in Banach Spaces: isoperimetry and processes, vol. 23. Springer, 1991.
16. D. Pollard, A User's guide to measure theoretic probability, vol. 8. Cambridge University Press, 2002.
17. B. Yu, "Assouad, Fano, and le cam," in Festschrift for Lucien Le Cam, pp. 423-435, Springer, 1997.