Optimal weight learning for Coupled Tensor Factorization with mixed divergences

European Signal Processing Conference

Volumn , Issue , 2013, Pages

  Simsekli, Umut ^a   Ermis, Beyza ^a   Cemgil, A Taylan ^a   Acar, Evrim ^b  

^a BOGAZICI UNIVERSITY   (Turkey)

^b UNIVERSITY OF COPENHAGEN   (Denmark)

Author keywords

Coupled Matrix Tensor Factorization; Informed source separation; Tweedie models; divergence

Indexed keywords

DISPERSIONS; SIGNAL PROCESSING; TENSORS;

COUPLED MATRIX; DISPERSION PARAMETERS; FACTORIZATION MODEL; OPTIMAL WEIGHTING; SIDE INFORMATION; STATISTICAL PROPERTIES; TENSOR FACTORIZATION; TWEEDIE DISTRIBUTIONS;

FACTORIZATION;

EID: 84901365127     PISSN: 22195491     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (16)

1. P. Comon and C. Jutten, Handbook of Blind Source Separation: Independent Component Analysis and Applications, Academic Press, 2010.
2. N. Sturmel and L. Daudet, "Informed source separation using iterative reconstruction," IEEE TASLP, vol. 21, no. 1, pp. 176-183, 2013.
3. U. Simsekli and A. T. Cemgil, "Score guided musical source separation using generalized coupled tensor factorization," in EUSIPCO, 2012.
4. A. Ozerov, A. Liutkus, R. Badeau, and G. Richard, "Coding-based informed source separation: Nonnegative tensor factorization approach," Rapport de recherche, Sept. 2012.
5. M. Kim, J. Yoo, K. Kang, and S. Choi, "Nonnegative matrix partial co-factorization for spectral and temporal drum source separation," J. Sel. Topics Signal Processing, vol. 5, no. 6, pp. 1192-1204, 2011.
6. B. Ermis, E. Acar, and A. T. Cemgil, "Link prediction via generalized coupled tensor factorisation," in ECML/PKDD Workshop on Collective Learning and Inference on Structured Data, 2012 (arXiv:1208. 6231).
7. A. Banerjee, S. Basu, and S. Merugu, "Multi-way clustering on relation graphs," in SDM, 2007, pp. 145-156.
8. E. Acar, T. G. Kolda, and D. M. Dunlavy, "All-at-once optimization for coupled matrix and tensor factorizations," in KDD MLG, 2011 (arXiv:1105. 3422).
9. T. Wilderjans, E. Ceulemans, and I. Van Mechelen, "Simultaneous analysis of coupled data blocks differing in size: A comparison of two weighting schemes," Comput. Stat. Data. An., 2009.
10. T. F. Wilderjans, E. Ceulemans, I. Van Mechelen, and R. A. van den Berg, "Simultaneous analysis of coupled data matrices subject to different amounts of noise.," Br J Math Stat Psychol, vol. 64, pp. 277-90, 2011.
11. C. Févotte, N. Bertin, and J. L. Durrieu, "Nonnegative matrix factorization with the Itakura-Saito divergence. with application to music analysis," Neural Computation, vol. 21, pp. 793-830, 2009.
12. Y. K. Yilmaz, Generalized Tensor Factorization, Ph. D. thesis, Bogazici University, 2012.
13. A. Cichocki, R. Zdunek, A. H. Phan, and S. Amari, Nonnegative Matrix and Tensor Factorization, Wiley, 2009.
14. B. Jørgensen, The Theory of Dispersion Models, Chapman & Hall/CRC Monographs on Statistics & Applied Probability, 1997.
15. Y. K. Ylmaz and A. T. Cemgil, "Alpha/beta divergences and tweedie models," arXiv:1209. 4280 v1, 2012.
16. P. K. Dunn and G. S. Smyth, "Series evaluation of tweedie exponential dispersion model densities," Stats. & Comp., vol. 15, pp. 267-280, 2005.