@article{ZVMMF_2012_52_8_a13,
author = {V. A. Leksin},
title = {Study of the properties of convergence of {EM-algorithm} in probabilistic latent semantic analysis},
journal = {\v{Z}urnal vy\v{c}islitelʹnoj matematiki i matemati\v{c}eskoj fiziki},
pages = {1536--1550},
year = {2012},
volume = {52},
number = {8},
language = {ru},
url = {http://geodesic.mathdoc.fr/item/ZVMMF_2012_52_8_a13/}
}
TY - JOUR AU - V. A. Leksin TI - Study of the properties of convergence of EM-algorithm in probabilistic latent semantic analysis JO - Žurnal vyčislitelʹnoj matematiki i matematičeskoj fiziki PY - 2012 SP - 1536 EP - 1550 VL - 52 IS - 8 UR - http://geodesic.mathdoc.fr/item/ZVMMF_2012_52_8_a13/ LA - ru ID - ZVMMF_2012_52_8_a13 ER -
%0 Journal Article %A V. A. Leksin %T Study of the properties of convergence of EM-algorithm in probabilistic latent semantic analysis %J Žurnal vyčislitelʹnoj matematiki i matematičeskoj fiziki %D 2012 %P 1536-1550 %V 52 %N 8 %U http://geodesic.mathdoc.fr/item/ZVMMF_2012_52_8_a13/ %G ru %F ZVMMF_2012_52_8_a13
V. A. Leksin. Study of the properties of convergence of EM-algorithm in probabilistic latent semantic analysis. Žurnal vyčislitelʹnoj matematiki i matematičeskoj fiziki, Tome 52 (2012) no. 8, pp. 1536-1550. http://geodesic.mathdoc.fr/item/ZVMMF_2012_52_8_a13/
[1] Hofmann T., Puzicha J., “Latent class models for collaborative filtering”, Internat. Joint Conference in Artificial Intelligence, 1999
[2] Billsus D., Pazzani M. J., “Learning collaborative information filters”, Proc. 15th Internat. Conf. on Machine Learning, Morgan Kaufmann, San Francisco, CA, 1998, 46–54
[3] Dempster A. P., Laird N. M., Rubin D. B., “Maximum likelihood from incomplete data via the EM algorithm”, J. of the Royal Statistical Society. Ser. B, 39:1 (1977), 1–38 | MR | Zbl
[4] Hofmann T., “Latent semantic models for collaborative filtering”, ACM Transactions on Information Systems, 22:1 (2004), 89–115 | DOI
[5] Jordan M. I., Xu L., Convergence results for the EM algorithm to mixtures of experts architectures, Tech. Rep. A.I. Memo No 1458, MIT, Cambridge, MA, 1993
[6] Xu L., Jordan M. I., “On convergence properties of the EM algorithm for Gaussian mixtures”, Neural Comput., 8:1 (1996), 129–151 | DOI
[7] Ma J., Xu L., Jordan M. I., “Asymptotic convergence rate of the em algorithm for Gaussian mixtures”, Neural Comput., 12 (2000), 2881–2907 | DOI
[8] Schein A. I., Popescul A., Ungar L. H., Pennock D. M., “Generative models for coldstart recommendations”, The SIGIR'01 Workshop on Recommender Systems, 2001
[9] Leksin V. A., “Symmetrization and overfitting in in probabilistic latent semantic analysis”, Pattern Recognition and Image Analysis, 19:4 (2009), 565–574 | DOI | MR