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.
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.
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
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, “The combinatorial substantiation of learning algorithms”, Zh. Vychisl. Mat. Mat. Fiz., 44:11 (2004), 2099–2112; Comput. Math. Math. Phys., 44:11 (2004), 1997–2009
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, “The task-oriented optimization of bases in recognition problems”, Zh. Vychisl. Mat. Mat. Fiz., 38:5 (1998), 870–880; Comput. Math. Math. Phys., 38:5 (1998), 838–847
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
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