Additive regularization of topic models K Vorontsov, A Potapenko Machine Learning 101 (1-3), 303-323, 2015 | 65 | 2015 |

Combinatorial probability and the tightness of generalization bounds KV Vorontsov Pattern Recognition and Image Analysis 18 (2), 243-259, 2008 | 52 | 2008 |

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 | 48 | 2014 |

Additive regularization for topic models of text collections KV Vorontsov Doklady Mathematics 89 (3), 301-304, 2014 | 41 | 2014 |

Exact combinatorial bounds on the probability of overfitting for empirical risk minimization KV Vorontsov Pattern Recognition and Image Analysis 20 (3), 269-285, 2010 | 34 | 2010 |

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 | 34 | 2009 |

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 | 31 | 2015 |

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 | 28 | 2015 |

Аддитивная регуляризация тематических моделей КВ Воронцов, АА Потапенко Доклады Академии наук 456 (3), 268-271, 2014 | 28 | 2014 |

Robust PLSA performs better than LDA A Potapenko, K Vorontsov European Conference on Information Retrieval, 784-787, 2013 | 24 | 2013 |

Tight combinatorial generalization bounds for threshold conjunction rules K Vorontsov, A Ivahnenko International Conference on Pattern Recognition and Machine Intelligence, 66-73, 2011 | 19 | 2011 |

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 | 18 | 2015 |

Combinatorial substantiation of learning algorithms KV Vorontsov Computational Mathematics and Mathematical Physics 44 (11), 1997-2009, 2004 | 15 | 2004 |

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 | 15 | 1999 |

A combinatorial approach to assessing the quality of training algorithms K Vorontsov Mathematical problems of cybernetics 13, 5-36, 2004 | 13 | 2004 |

Learning to rank with nonlinear monotonic ensemble N Spirin, K Vorontsov International Workshop on Multiple Classifier Systems, 16-25, 2011 | 11 | 2011 |

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 | 10 | 2015 |

EM-like algorithms for probabilistic topic modeling KV Vorontsov, AA Potapenko Mashinnoe obuchenie I analiz dannyh‒Machine Learning and Data Mining 1 (6 …, 2013 | 10 | 2013 |

Computable combinatorial overfitting bounds KV Vorontsov, AI Frey, EA Sokolov Mach. Learn 1, 6, 2013 | 9 | 2013 |