Konstantin Vorontsov
Konstantin Vorontsov
Dorodnicyn Computing Centre of RAS
Verified email at phystech.edu - Homepage
Title
Cited by
Cited by
Year
Additive regularization of topic models
K Vorontsov, A Potapenko
Machine Learning 101 (1-3), 303-323, 2015
1322015
Tutorial on probabilistic topic modeling: Additive regularization for stochastic matrix factorization
K Vorontsov, A Potapenko
International Conference on Analysis of Images, Social Networks and Texts, 29-46, 2014
852014
Bigartm: Open source library for regularized multimodal topic modeling of large collections
K Vorontsov, O Frei, M Apishev, P Romov, M Dudarenko
International Conference on Analysis of Images, Social Networks and Texts …, 2015
692015
Additive regularization for topic models of text collections
KV Vorontsov
Doklady Mathematics 89 (3), 301-304, 2014
632014
Аддитивная регуляризация тематических моделей
КВ Воронцов, АА Потапенко
Доклады Академии наук 456 (3), 268-271, 2014
592014
Combinatorial probability and the tightness of generalization bounds
KV Vorontsov
Pattern Recognition and Image Analysis 18 (2), 243-259, 2008
542008
Non-bayesian additive regularization for multimodal topic modeling of large collections
K Vorontsov, O Frei, M Apishev, P Romov, M Suvorova, A Yanina
Proceedings of the 2015 Workshop on Topic Models: Post-Processing and …, 2015
432015
Exact combinatorial bounds on the probability of overfitting for empirical risk minimization
KV Vorontsov
Pattern Recognition and Image Analysis 20 (3), 269-285, 2010
352010
Splitting and similarity phenomena in the sets of classifiers and their effect on the probability of overfitting
KV Vorontsov
Pattern Recognition and Image Analysis 19 (3), 412-420, 2009
352009
Robust PLSA performs better than LDA
A Potapenko, K Vorontsov
European Conference on Information Retrieval, 784-787, 2013
302013
Additive regularization of topic models for topic selection and sparse factorization
K Vorontsov, A Potapenko, A Plavin
International Symposium on Statistical Learning and Data Sciences, 193-202, 2015
262015
A combinatorial approach to assessing the quality of training algorithms
K Vorontsov
Mathematical problems of cybernetics 13, 5-36, 2004
242004
Multi-objective topic modeling for exploratory search in tech news
A Ianina, L Golitsyn, K Vorontsov
Conference on Artificial Intelligence and Natural Language, 181-193, 2017
212017
Tight combinatorial generalization bounds for threshold conjunction rules
K Vorontsov, A Ivahnenko
International Conference on Pattern Recognition and Machine Intelligence, 66-73, 2011
212011
On methods of optimization and monotonous correction in the algebraic approach to the pattern recognition problem
KV Rudakov, KV Vorontsov
Doklady Akademii Nauk 367 (3), 314-317, 1999
19*1999
Methods of optimization and monotone correction in the algebraic approach to the recognition problem
KV Rudakov, KV Vorontsov
Doklady Mathematics 60 (1), 139-142, 1999
191999
Fast and modular regularized topic modelling
D Kochedykov, M Apishev, L Golitsyn, K Vorontsov
2017 21st Conference of Open Innovations Association (FRUCT), 182-193, 2017
182017
Interpretable probabilistic embeddings: bridging the gap between topic models and neural networks
A Potapenko, A Popov, K Vorontsov
Conference on Artificial Intelligence and Natural Language, 167-180, 2017
182017
Combinatorial substantiation of learning algorithms
KV Vorontsov
Computational Mathematics and Mathematical Physics 44 (11), 1997-2009, 2004
162004
Additive regularization for hierarchical multimodal topic modeling
NA Chirkova, KV Vorontsov
Journal Machine Learning and Data Analysis 2 (2), 187-200, 2016
152016
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