Vladimir Koltchinskii

Publication Activity (10 Years)

Years Active: 1998-2015
Publications (10 Years): 0

Top Topics

Singular Values

Eigendecomposition

Top Venues

Empirical Inference

J. Mach. Learn. Res.

Publications

Vladimir Koltchinskii, Dong Xia
Optimal estimation of low rank density matrices. J. Mach. Learn. Res. 16 (2015)
Vladimir Koltchinskii
Sharp Oracle Inequalities in Low Rank Estimation. Empirical Inference (2013)
Vladimir Koltchinskii, Stas Minsker
Sparse Recovery in Convex Hulls of Infinite Dictionaries. COLT (2010)
Vladimir Koltchinskii
Rademacher Complexities and Bounding the Excess Risk in Active Learning. J. Mach. Learn. Res. 11 (2010)
Vladimir Koltchinskii, Ming Yuan
Sparse Recovery in Large Ensembles of Kernel Machines On-Line Learning and Bandits. COLT (2008)
Manel Martínez-Ramón, Vladimir Koltchinskii, Gregory L. Heileman, Stefan Posse
fMRI pattern classification using neuroanatomically constrained boosting. NeuroImage 31 (3) (2006)
Fernando Lozano, Vladimir Koltchinskii
Self bounding genetic algorithms for machine learning. ICMLA (2005)
Vladimir Koltchinskii, Olexandra Beznosova
Exponential Convergence Rates in Classification. COLT (2005)
Vladimir Koltchinskii, Manel Martínez-Ramón, Stefan Posse
Optimal Aggregation of Classifiers and Boosting Maps in Functional Magnetic Resonance Imaging. NIPS (2004)
Vladimir Koltchinskii, Dmitry Panchenko, Savina Andonova
Generalization Bounds for Voting Classifiers Based on Sparsity and Clustering. COLT (2003)
Vladimir Koltchinskii
Entropy Bounds for Restricted Convex Hulls. COLT (2003)
Olivier Bousquet, Vladimir Koltchinskii, Dmitriy Panchenko
Some Local Measures of Complexity of Convex Hulls and Generalization Bounds. COLT (2002)
Vladimir Koltchinskii, Dmitriy Panchenko, Fernando Lozano
Further Explanation of the Effectiveness of Voting Methods: The Game between Margins and Weights. COLT/EuroCOLT (2001)
Vladimir Koltchinskii
Rademacher penalties and structural risk minimization. IEEE Trans. Inf. Theory 47 (5) (2001)
Sam Efromovich, Vladimir Koltchinskii
On inverse problems with unknown operators. IEEE Trans. Inf. Theory 47 (7) (2001)
Vladimir Koltchinskii, Chaouki T. Abdallah, Marco Ariola, Peter Dorato
Statistical learning control of uncertain systems: theory and algorithms. Appl. Math. Comput. 120 (1-3) (2001)
Chaouki T. Abdallah, Marco Ariola, Vladimir Koltchinskii
Statistical-learning control of multiple-delay systems with application to ATM networks. Kybernetika 37 (3) (2001)
Vladimir Koltchinskii, Chaouki T. Abdallah, Marco Ariola, Peter Dorato, Dmitry Panchenko
Improved sample complexity estimates for statistical learning control of uncertain systems. IEEE Trans. Autom. Control. 45 (12) (2000)
Vladimir Koltchinskii, Dmitriy Panchenko, Fernando Lozano
Some New Bounds on the Generalization Error of Combined Classifiers. NIPS (2000)
Chaouki T. Abdallah, Marco Ariola, Peter Dorato, Vladimir Koltchinskii
Quantified inequalities and robust control. Robustness in Identification and Control (1998)