Konstantin Vorontsov
Konstantin Vorontsov
Dorodnicyn Computing Centre of RAS
Verified email at phystech.edu - Homepage
TitleCited byYear
Additive regularization of topic models
K Vorontsov, A Potapenko
Machine Learning 101 (1-3), 303-323, 2015
652015
Combinatorial probability and the tightness of generalization bounds
KV Vorontsov
Pattern Recognition and Image Analysis 18 (2), 243-259, 2008
522008
Tutorial on probabilistic topic modeling: Additive regularization for stochastic matrix factorization
K Vorontsov, A Potapenko
International Conference on Analysis of Images, Social Networks and …, 2014
482014
Additive regularization for topic models of text collections
KV Vorontsov
Doklady Mathematics 89 (3), 301-304, 2014
412014
Exact combinatorial bounds on the probability of overfitting for empirical risk minimization
KV Vorontsov
Pattern Recognition and Image Analysis 20 (3), 269-285, 2010
342010
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
342009
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
312015
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
282015
Аддитивная регуляризация тематических моделей
КВ Воронцов, АА Потапенко
Доклады Академии наук 456 (3), 268-271, 2014
282014
Robust PLSA performs better than LDA
A Potapenko, K Vorontsov
European Conference on Information Retrieval, 784-787, 2013
242013
Tight combinatorial generalization bounds for threshold conjunction rules
K Vorontsov, A Ivahnenko
International Conference on Pattern Recognition and Machine Intelligence, 66-73, 2011
192011
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
182015
Combinatorial substantiation of learning algorithms
KV Vorontsov
Computational Mathematics and Mathematical Physics 44 (11), 1997-2009, 2004
152004
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
15*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
151999
A combinatorial approach to assessing the quality of training algorithms
K Vorontsov
Mathematical problems of cybernetics 13, 5-36, 2004
132004
Learning to rank with nonlinear monotonic ensemble
N Spirin, K Vorontsov
International Workshop on Multiple Classifier Systems, 16-25, 2011
112011
Discrete and Fuzzy Encoding of the ECG-Signal for Multidisease Diagnostic System
V Uspenskiy, K Vorontsov, V Tselykh, V Bunakov
Advanced Mathematical and Computational Tools in Metrology and Testing X …, 2015
102015
EM-like algorithms for probabilistic topic modeling
KV Vorontsov, AA Potapenko
Mashinnoe obuchenie I analiz dannyh‒Machine Learning and Data Mining 1 (6 …, 2013
102013
Computable combinatorial overfitting bounds
KV Vorontsov, AI Frey, EA Sokolov
Mach. Learn 1, 6, 2013
92013
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Articles 1–20