Участник:Tolstikhin/PublicationsEng
Материал из MachineLearning.
Publications (all in russian)
- Tolstikhin I.O. Exact generalization error bound for one particular model of classifiers. // Proceedings of „Lomonosov 2010“, Moscow 2010. — Pp.98-99.
- Tolstikhin I.O. The probability of overfitting for the compact and sparse sets of classifiers. // Proceedings of „Intelligent information processing 8“, 2010. — Pp.83-86. (PDF)
- Tolstikhin I.O. Localized excess risk bounds in combinatorial theory of overfitting. // Proceedings of „Intelligent information processing 9“, 2012. — Pp.54-57. (PDF)
- Erratum: there is an error in the inequality right after equation (5): inequality signs should be interchanged.
Presentations (all in russian)
- The probability of overfitting for the compact and sparse sets of classifiers. (PDF, 800Кб)
- IIP-8 Conference, 2010.
- Localized excess risk bounds in combinatorial theory of overfitting. (PDF, 480Kb)
- IIP-9 Conference, 2012.
- PAC-Bayes bounds and applications in machine learning. (PDF, 1.7Мб)
- October 2012, tolk at the bayesian methods in machine learning seminar.
Lectures (all in russian)