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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, 303-323, 2015
1982015
Bigartm: Open source library for regularized multimodal topic modeling of large collections
K Vorontsov, O Frei, M Apishev, P Romov, M Dudarenko
Analysis of Images, Social Networks and Texts: 4th International Conference …, 2015
1422015
Tutorial on probabilistic topic modeling: Additive regularization for stochastic matrix factorization
K Vorontsov, A Potapenko
Analysis of Images, Social Networks and Texts: Third International …, 2014
1192014
Additive regularization for topic models of text collections
KV Vorontsov
Doklady Mathematics 89, 301-304, 2014
942014
Аддитивная регуляризация тематических моделей
КВ Воронцов, АА Потапенко
Доклады Академии наук 456 (3), 268-271, 2014
862014
Combinatorial probability and the tightness of generalization bounds
KV Vorontsov
Pattern Recognition and Image Analysis 18, 243-259, 2008
612008
Additive regularization of topic models for topic selection and sparse factorization
K Vorontsov, A Potapenko, A Plavin
Statistical Learning and Data Sciences: Third International Symposium, SLDS …, 2015
542015
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
512015
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
452017
Multi-objective topic modeling for exploratory search in tech news
A Ianina, L Golitsyn, K Vorontsov
Artificial Intelligence and Natural Language: 6th Conference, AINL 2017, St …, 2018
442018
Robust PLSA performs better than LDA
A Potapenko, K Vorontsov
Advances in Information Retrieval: 35th European Conference on IR Research …, 2013
412013
Exact combinatorial bounds on the probability of overfitting for empirical risk minimization
KV Vorontsov
Pattern Recognition and Image Analysis 20, 269-285, 2010
412010
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, 412-420, 2009
412009
Additive regularization for hierarchical multimodal topic modeling
NA Chirkova, KV Vorontsov
Journal Machine Learning and Data Analysis 2 (2), 187-200, 2016
352016
A combinatorial approach to assessing the quality of training algorithms
K Vorontsov
Mathematical problems of cybernetics 13, 5-36, 2004
332004
Interpretable probabilistic embeddings: bridging the gap between topic models and neural networks
A Potapenko, A Popov, K Vorontsov
Artificial Intelligence and Natural Language: 6th Conference, AINL 2017, St …, 2018
312018
Mining ethnic content online with additively regularized topic models
M Apishev, S Koltcov, O Koltsova, S Nikolenko, K Vorontsov
Computacion y Sistemas 20 (3), 387-403, 2016
312016
Tight combinatorial generalization bounds for threshold conjunction rules
K Vorontsov, A Ivahnenko
International Conference on Pattern Recognition and Machine Intelligence, 66-73, 2011
252011
Regularized multimodal hierarchical topic model for document-by-document exploratory search
A Ianina, K Vorontsov
2019 25th Conference of Open Innovations Association (FRUCT), 131-138, 2019
222019
EM-like algorithms for probabilistic topic modeling
KV Vorontsov, AA Potapenko
Mashin. Obuchenie Analiz Dannykh 1 (6), 657-686, 2013
222013
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