Publications and preprints

Publications

• G. Blanchard and O.Zadorozhnyi. Concentration of weakly dependent Banach-valued sums and applications to kernel learning methods in  Bernoulli 25 (4B), 3421-3458. 2019. https://projecteuclid.org/euclid.bj/1569398772
• O. Zadorozhnyi, G. Benecke, S. Mandt, T. Scheffer, and M. Kloft. Huber-Norm Regularization for Linear Prediction Models. Machine Learning and Knowledge Discovery in Databases (ECML PKDD), 714-730, 2016

Preprints

• O. Zadorozhnyi, G. Blanchard and A. Carpentier. Restless dependent bandits with fading memory. 2019. Preprint.
• L. Lefakis, O. Zadorozhnyi and G. Blanchard. Efficient Regularized Piecewise-Linear Regression Trees. 2019. Preprint.
• O.Zadorozhnyi, P. Gaillard, S. Gerchinovitz and A.Rudi.  Online nonpametric regression with Sobolev kernels. 2021. Preprint.
• G.Blanchard, A.Carpentier and O.Zadorozhnyi. Moment inequalities for sums of weakly dependent random fields 2023. Preprint.

Thesis

• O.Zadorozhnyi Contributions to the theoretical analysis of the algorithms with adversarial and dependent data. 2021