Участник:Tolstikhin/PublicationsEng

Материал из MachineLearning.

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Текущая версия

Publications (all in russian)

1. Tolstikhin I.O. Exact generalization error bound for one particular model of classifiers. // Proceedings of „Lomonosov 2010“, Moscow 2010. — Pp.98-99.
2. 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)
3. 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)

1. The probability of overfitting for the compact and sparse sets of classifiers. (PDF, 800Кб)

   IIP-8 Conference, 2010.

2. Localized excess risk bounds in combinatorial theory of overfitting. (PDF, 480Kb)

   IIP-9 Conference, 2012.

3. 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)

1. Localized excess risk bounds in machine learning.