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Mendelson, Shahar
20 publications
JMLR
2017
Regularization and the Small-Ball Method II: Complexity Dependent Error Rates
Guillaume Lecué
,
Shahar Mendelson
COLT
2014
Learning Without Concentration
Shahar Mendelson
COLT
2005
Ellipsoid Approximation Using Random Vectors
Shahar Mendelson
,
Alain Pajor
COLT
2005
On the Limitations of Embedding Methods
Shahar Mendelson
COLT
2004
Local Complexities for Empirical Risk Minimization
Peter L. Bartlett
,
Shahar Mendelson
,
Petra Philips
JMLR
2004
On the Importance of Small Coordinate Projections
Shahar Mendelson
,
Petra Philips
JMLR
2003
On the Performance of Kernel Classes
Shahar Mendelson
COLT
2003
Random Subclass Bounds
Shahar Mendelson
,
Petra Philips
COLT
2002
Agnostic Learning Nonconvex Function Classes
Shahar Mendelson
,
Robert C. Williamson
COLT
2002
Entropy, Combinatorial Dimensions and Random Averages
Shahar Mendelson
,
Roman Vershynin
COLT
2002
Geometric Parameters of Kernel Machines
Shahar Mendelson
COLT
2002
Localized Rademacher Complexities
Peter L. Bartlett
,
Olivier Bousquet
,
Shahar Mendelson
JMLR
2002
Rademacher and Gaussian Complexities: Risk Bounds and Structural Results
Peter L. Bartlett
,
Shahar Mendelson
NeCo
2001
A New On-Line Learning Model
Shahar Mendelson
COLT
2001
Geometric Methods in the Analysis of Glivenko-Cantelli Classes
Shahar Mendelson
COLT
2001
Learning Relatively Small Classes
Shahar Mendelson
JMLR
2001
On the Size of Convex Hulls of Small Sets
Shahar Mendelson
COLT
2001
Rademacher and Gaussian Complexities: Risk Bounds and Structural Results
Peter L. Bartlett
,
Shahar Mendelson
NeCo
2001
Recurrence Methods in the Analysis of Learning Processes
Shahar Mendelson
,
Israel Nelken
COLT
2000
Statistical Sufficiency for Classes in Empirical L2 Spaces
Shahar Mendelson
,
Naftali Tishby