Combinatorial theory of empirical predictions and learning algorithms genaralization bounds.
Weak probability axiomatic.
Similarity-based and ensemble-based classification.
Collaborative filterning and clients environment analysis.
Support and development of wiki-site http://www.MachineLearning.ru.
Biography
1999: PhD thesis "The local bases in algebraical approach to recognition problem".
From 2001: Researcher, Computing Center of the Russian Academy of Sciences (CC RAS).
Deputy director for research of FORECSYS comp.
From 2004: Assistant professor, deputy head of chair "Intelligent systems" of the department of Control/Management and Applied Mathematics of Moscow Institute of Physics and Technology.
Main publications:
Rudakov K. V., Vorontsov K. V., “Methods of optimization and monotone correction in the algebraic approach to the recognition problem”, Doklady Mathematics, 60:1 (1999), 139
Sh. Kh. Ishkina, K. V. Vorontsov, A. Ya. Davletbaev, V. P. Miroshnichenko, “Application of the combinatorial generalization ability estimates in planning tracer testing studies in oil and gas fields”, Artificial Intelligence and Decision Making, 2024, no. 1, 68–78
2022
2.
K. Ya. Khrylchenko, K. V. Vorontsov, “Optimizing modality weights in topic models of transactional data”, Avtomat. i Telemekh., 2022, no. 12, 44–62; Autom. Remote Control, 83:12 (2022), 1908–1922
3.
N. A. Skachkov, K. V. Vorontsov, “Improving the quality of machine translation using the reverse model”, Avtomat. i Telemekh., 2022, no. 12, 31–43; Autom. Remote Control, 83:12 (2022), 1897–1907
4.
N. A. Gerasimenko, A. S. Chernyavsky, M. A. Nikiforova, M. D. Nikitin, K. V. Vorontsov, “Incremental learning of topic models for finding trend topics in scientific publications”, Dokl. RAN. Math. Inf. Proc. Upr., 508 (2022), 106–108; Dokl. Math., 106:suppl. 1 (2022), S97–S98
2021
5.
Sh. Kh. Ishkina, Sh. Kh. Ishkina, K. V. Vorontsov, “Sharpness estimation of combinatorial generalization ability bounds for threshold decision rules”, Avtomat. i Telemekh., 2021, no. 5, 151–168; Autom. Remote Control, 82:5 (2021), 863–876
I. A. Irkhin, V. G. Bulatov, K. V. Vorontsov, “Additive regularizarion of topic models with fast text vectorizartion”, Computer Research and Modeling, 12:6 (2020), 1515–1528
I. A. Irkhin, K. V. Vorontsov, “Convergence of the Algorithm of Additive Regularization of Topic Models”, Trudy Inst. Mat. i Mekh. UrO RAN, 26:3 (2020), 56–68; Proc. Steklov Inst. Math. (Suppl.), 315, suppl. 1 (2021), S128–S139
A. V. Sukhareva, K. V. Vorontsov, “Building a complete set of topics of probabilistic topic models”, Intelligent systems. Theory and applications, 23:4 (2019), 7–23
K. V. Vorontsov, A. A. Potapenko, “Regularization, robustness and sparsity of probabilistic topic models”, Computer Research and Modeling, 4:4 (2012), 693–706
K. V. Vorontsov, “Optimization methods for linear and monotone correction in the algebraic approach to the recognition problem”, Zh. Vychisl. Mat. Mat. Fiz., 40:1 (2000), 166–176; Comput. Math. Math. Phys., 40:1 (2000), 159–168
K. V. Vorontsov, “Preliminary data processing for solving a special class of pattern recognition problems”, Zh. Vychisl. Mat. Mat. Fiz., 35:10 (1995), 1564–1575; Comput. Math. Math. Phys., 35:10 (1995), 1259–1267
2022
14.
K. V. Vorontsov, A. N. Gromov, M. I. Zabezhailo, A. S. Inyakin, A. A. Lazarev, D. V. Lemtyuzhnikova, I. A. Sokolov, V. V. Strijov, Yul. V. Chekhovich, Yu. V. Chekhovich, “Foreword of the program committee of the conference “Mathematical pattern recognition methods””, Avtomat. i Telemekh., 2022, no. 10, 3–8; Autom. Remote Control, 83:10 (2022), 1491–1495
2021
15.
K. V. Vorontsov, Yu. I. Zhuravlev, A. A. Lazarev, D. V. Lemtyuzhnikova, K. V. Rudakov, V. V. Strijov, Yul. V. Chekhovich, Yu. V. Chekhovich, “Opening remarks by the Program Committee of the Conference “Intelligent Data Processing. Theory and Applications” (IDP-2020)”, Avtomat. i Telemekh., 2021, no. 10, 3–5; Autom. Remote Control, 82:10 (2021), 1633–1634
16.
K. V. Vorontsov, Yu. I. Zhuravlev, M. I. Zabezhailo, A. I. Maĭsuradze, A. S. Pushnyakov, I. A. Sokolov, A. L. Semenov, R. Takhanov, I. Yu. Torshin, A. A. Cherepnin, Yu. V. Chekhovich, “In memory of Konstantin Vladimirovich Rudakov (21.06.1954 – 10.07.2021)”, Computer Research and Modeling, 13:4 (2021), 675–676; Computer Research and Modeling, 13:4 (2021), 675–676
Модели и методы интеллектуального анализа данных K. V. Rudakov, K. V. Vorontsov International Conference on Applied Mathematics and Computer Science dedicated
to the 60th Anniversary of Dorodnicyn Computing Centre of RAS December 9, 2015 11:20
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