Additive regularization of topic models K Vorontsov, A Potapenko Machine Learning 101 (1-3), 303-323, 2015 | 132 | 2015 |

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 | 85 | 2014 |

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 | 69 | 2015 |

Additive regularization for topic models of text collections KV Vorontsov Doklady Mathematics 89 (3), 301-304, 2014 | 63 | 2014 |

Аддитивная регуляризация тематических моделей КВ Воронцов, АА Потапенко Доклады Академии наук 456 (3), 268-271, 2014 | 59 | 2014 |

Combinatorial probability and the tightness of generalization bounds KV Vorontsov Pattern Recognition and Image Analysis 18 (2), 243-259, 2008 | 54 | 2008 |

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 | 43 | 2015 |

Exact combinatorial bounds on the probability of overfitting for empirical risk minimization KV Vorontsov Pattern Recognition and Image Analysis 20 (3), 269-285, 2010 | 35 | 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 | 35 | 2009 |

Robust PLSA performs better than LDA A Potapenko, K Vorontsov European Conference on Information Retrieval, 784-787, 2013 | 30 | 2013 |

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 | 26 | 2015 |

A combinatorial approach to assessing the quality of training algorithms K Vorontsov Mathematical problems of cybernetics 13, 5-36, 2004 | 24 | 2004 |

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 | 21 | 2017 |

Tight combinatorial generalization bounds for threshold conjunction rules K Vorontsov, A Ivahnenko International Conference on Pattern Recognition and Machine Intelligence, 66-73, 2011 | 21 | 2011 |

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 | 19 | 1999 |

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 | 18 | 2017 |

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 | 18 | 2017 |

Combinatorial substantiation of learning algorithms KV Vorontsov Computational Mathematics and Mathematical Physics 44 (11), 1997-2009, 2004 | 16 | 2004 |

Additive regularization for hierarchical multimodal topic modeling NA Chirkova, KV Vorontsov Journal Machine Learning and Data Analysis 2 (2), 187-200, 2016 | 15 | 2016 |