SKOLKOVO School of Management

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1. The elements of statistical learning : data mining, inference, and prediction / Trevor Hastie, Robert Tibshirani, Jerome Friedman.

by Hastie, Trevor | Tibshirani, Robert | Friedman, J. H. (Jerome H.).

Edition: 2nd ed.Publisher: New York, NY : Springer, c2009Online access: Full-text here Availability: Items available for loan: Skoltech library [Call number: Q325.5 .H39 2009] (1).
2. Monte Carlo methods in Bayesian computation / Ming-Hui Chen, Qi-Man Shao, Joseph G. Ibrahim.

by Chen, Ming-Hui, 1961- | Shao, Qi-Man | Ibrahim, Joseph George.

Publisher: New York : Springer, 2000Online access: Full-text here Availability: Items available for loan: Skoltech library [Call number: QA279.5 .C57 2000] (2).
3. Bayesian nonparametrics / J.K. Ghosh, R.V. Ramamoorthi.

by Ghosh, J. K | Ramamoorthi, R. V.

Publisher: New York : Springer, c2003Online access: Full-text here Availability: Items available for loan: Skoltech library [Call number: QA279.5 .G48 2003] (1).
4. Introduction to nonparametric estimation / Alexandre B. Tsybakov.

by Tsybakov, Alexandre B.

Publisher: New York ; London : Springer, c2009Availability: Items available for loan: Skoltech library [Call number: QA278.8 .T79 2009] (1).
5. Bayesian and frequentist regression methods / Jon Wakefield.

by Wakefield, Jon.

Publisher: New York : Springer, c2013Online access: Full-text here Availability: Items available for loan: Skoltech library [Call number: QA278.2 .W35 2013] (1).
6. Statistics for high-dimensional data : methods, theory and applications / Peter Bühlmann, Sara van de Geer.

by Bühlmann, Peter | Geer, S. A. van de (Sara A.).

Publisher: Heidelberg ; New York : Springer, c2011Online access: Full-text here Availability: Items available for loan: Skoltech library [Call number: QA276 .B84 2011] (1).
7. Principles and theory for data mining and machine learning / Bertrand Clarke, Ernest Fokoué, Hao Helen Zhang.

by Clarke, Bertrand Salem | Fokoué, Ernest | Zhang, Hao Helen.

Publisher: Dordrecht ; New York : Springer, c2009Online access: Full-text here Availability: Items available for loan: Skoltech library [Call number: QA76.9.D343 C473 ] (1).
8. Principal component analysis / I.T. Jolliffe.

by Jolliffe, I. T.

Edition: 2nd ed.Publisher: New York : Springer, 2002Online access: Full-text here Availability: Items available for loan: Skoltech library [Call number: QA278.5 .J65 2002] (1).