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Материал из MachineLearning.
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# ''Potapenko A. A., Vorontsov K. V.'' Robust PLSA Performs Better Than LDA // 35th European Conference on Information Retrieval, ECIR-2013, Moscow, Russia, 24–27 March 2013. — Lecture Notes in Computer Science (LNCS), Springer Verlag-Germany, 2013. Pp. 784–787. [[Media:voron13potapenko-eng.pdf|PDF, 160Kb]] — [[Media:voron13potapenko-poster-eng.pdf|poster: PDF, 1Mb]]. | # ''Potapenko A. A., Vorontsov K. V.'' Robust PLSA Performs Better Than LDA // 35th European Conference on Information Retrieval, ECIR-2013, Moscow, Russia, 24–27 March 2013. — Lecture Notes in Computer Science (LNCS), Springer Verlag-Germany, 2013. Pp. 784–787. [[Media:voron13potapenko-eng.pdf|PDF, 160Kb]] — [[Media:voron13potapenko-poster-eng.pdf|poster: PDF, 1Mb]]. | ||
# ''Vorontsov K. V.'' Additive Regularization for Topic Models of Text Collections // Doklady Mathematics. 2014, Pleiades Publishing, Ltd. — Vol. 89, No. 3, pp. 301–304. [[Media:Voron14dan-eng.pdf|PDF, 180Kb]]. | # ''Vorontsov K. V.'' Additive Regularization for Topic Models of Text Collections // Doklady Mathematics. 2014, Pleiades Publishing, Ltd. — Vol. 89, No. 3, pp. 301–304. [[Media:Voron14dan-eng.pdf|PDF, 180Kb]]. | ||
- | # ''Vorontsov K. V., Potapenko A. A.'' Tutorial on Probabilistic Topic Modeling: Additive Regularization for Stochastic Matrix Factorization // | + | # ''Vorontsov K. V., Potapenko A. A.'' Tutorial on Probabilistic Topic Modeling: Additive Regularization for Stochastic Matrix Factorization // AIST’2014, Analysis of Images, Social networks and Texts. Springer International Publishing Switzerland, 2014. Communications in Computer and Information Science (CCIS). Vol. 436. pp. 29–46. [[Media:Voron14aist.pdf|PDF, 470Kb]]. |
# ''Uspenskiy V. M., Vorontsov K. V., Tselykh V. R., Bunakov V. A.'' Information Function of the Heart: Discrete and Fuzzy Encoding of the ECG-Signal for Multidisease Diagnostic System // Advanced Mathematical and Computational Tools in Metrology — AMCTM 2014. [[Media:Voron14amctm.pdf|PDF, 94Kb]]. | # ''Uspenskiy V. M., Vorontsov K. V., Tselykh V. R., Bunakov V. A.'' Information Function of the Heart: Discrete and Fuzzy Encoding of the ECG-Signal for Multidisease Diagnostic System // Advanced Mathematical and Computational Tools in Metrology — AMCTM 2014. [[Media:Voron14amctm.pdf|PDF, 94Kb]]. | ||
# ''Vorontsov K. V., Potapenko A. A.'' Additive Regularization of Topic Models // Machine Learning Journal. Special Issue “Data Analysis and Intelligent Optimization with Applications” (to appear). [[Media:Voron14mlj.pdf|PDF, 410Kb]]. | # ''Vorontsov K. V., Potapenko A. A.'' Additive Regularization of Topic Models // Machine Learning Journal. Special Issue “Data Analysis and Intelligent Optimization with Applications” (to appear). [[Media:Voron14mlj.pdf|PDF, 410Kb]]. |
Версия 00:50, 12 декабря 2014
Publications of Konstantin Vorontsov
Here only English publications are noted, most of my publications are in Russian.
- Vorontsov K. Preliminary data processing for a special class of recognition problems // Comp. Maths Math. Phys. — 1995. — Vol. 35, no. 10. — Pp. 1259–1267. PDF, 400Kb.
- Vorontsov K. The task-oriented optimization of bases in recognition problems // Comp. Maths Math. Phys. — 1998. — Vol. 38, no. 5. — Pp. 838–847. PDF, 580Kb.
- Rudakov K., Vorontsov K. Methods of optimization and monotone correction in the algebraic approach to the recognition problem // Doklady Mathematics. — 1999. — Vol. 60, no. 1. — P. 139.
- Vorontsov K. Optimization methods for linear and monotone correction in the algebraic approach to the recognition problem // Comp. Maths Math. Phys. — 2000. — Vol. 40, no. 1. — Pp. 159–168.
- Vorontsov K. Combinatorial substantiation of learning algorithms // Comp. Maths Math. Phys. — 2004. — Vol. 44, no. 11. — Pp. 1997–2009. PDF, 206Kb.
- Vorontsov K. Combinatorial bounds for learning performance // Doklady Mathematics. — 2004. — Vol. 69, no. 1. — Pp. 145––148. PDF, 44Kb.
- Kanevskiy D., Vorontsov K. Cooperative coevolutionary ensemble learning // Multiple Classifier Systems: 7th International Workshop, Prague, Czech Republic, May 23-25, 2007. — Lecture Notes in Computer Science. Springer-Verlag, 2007. — Pp. 469–478. PDF, 155Kb.
- Leksin V., Vorontsov K. The overfitting in probabilistic latent semantic models // Pattern Recognition and Image Analysis: new information technologies (PRIA-9-2008). — Vol. 1. — Nizhni Novgorod, Russian Federation, 2008. — Pp. 393–396. PDF, 250Kb.
- Vorontsov K. Combinatorial probability and the tightness of generalization bounds // Pattern Recognition and Image Analysis. — 2008. — Vol. 18, no. 2. — Pp. 243–259. PDF, 373Kb.
- Vorontsov K. Tight Bounds for the Probability of Overfitting // Doklady Mathematics, 2009, Vol. 80, No. 3, pp. 793–796. PDF, 192Kb.
- Vorontsov K. Splitting and Similarity Phenomena in the Sets of Classifiers and Their Effect on the Probability of Overfitting // Pattern Recognition and Image Analysis, 2009, Vol. 19, No. 3, pp. 412–420. PDF, 164Kb.
- Vorontsov K. Exact Combinatorial Bounds on the Probability of Overfitting for Empirical Risk Minimization // Pattern Recognition and Image Analysis, 2010, Vol. 20, No. 3, pp. 269–285. PDF, 427Kb.
- Vorontsov K., Ivahnenko A., Botov P., Reshetnyak I., Tolstikhin I. Combinatorial generalization bounds. 2011. PDF, 315Kb (unpublished).
- Vorontsov K., Ivahnenko A. Tight Combinatorial Generalization Bounds for Threshold Conjunction Rules // Lecture Notes on Computer Science. 4th International Conference on Pattern Recognition and Machine Intelligence (PReMI’11), Russia, Moscow, June 27–July 1, 2011. Pp 66–73. PDF, 153Kb.
- Spirin N., Vorontsov K. Learning to Rank with Nonlinear Monotonic Ensemble // Lecture Notes on Computer Science. 10th International Workshop on Multiple Classidier Systems (MCS-10). Naples, Italy, June 15–17, 2011. Pp. 16–25. PDF, 490Kb.
- Potapenko A. A., Vorontsov K. V. Robust PLSA Performs Better Than LDA // 35th European Conference on Information Retrieval, ECIR-2013, Moscow, Russia, 24–27 March 2013. — Lecture Notes in Computer Science (LNCS), Springer Verlag-Germany, 2013. Pp. 784–787. PDF, 160Kb — poster: PDF, 1Mb.
- Vorontsov K. V. Additive Regularization for Topic Models of Text Collections // Doklady Mathematics. 2014, Pleiades Publishing, Ltd. — Vol. 89, No. 3, pp. 301–304. PDF, 180Kb.
- Vorontsov K. V., Potapenko A. A. Tutorial on Probabilistic Topic Modeling: Additive Regularization for Stochastic Matrix Factorization // AIST’2014, Analysis of Images, Social networks and Texts. Springer International Publishing Switzerland, 2014. Communications in Computer and Information Science (CCIS). Vol. 436. pp. 29–46. PDF, 470Kb.
- Uspenskiy V. M., Vorontsov K. V., Tselykh V. R., Bunakov V. A. Information Function of the Heart: Discrete and Fuzzy Encoding of the ECG-Signal for Multidisease Diagnostic System // Advanced Mathematical and Computational Tools in Metrology — AMCTM 2014. PDF, 94Kb.
- Vorontsov K. V., Potapenko A. A. Additive Regularization of Topic Models // Machine Learning Journal. Special Issue “Data Analysis and Intelligent Optimization with Applications” (to appear). PDF, 410Kb.