Shahar Mendelson
6 papers · 2001–2017 · 2 venues · across top CS/AI venues
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Achievements
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π Conference Polyglot Β· Bronze π Academic Marathon Β· Full π Interdisciplinary Bridge Β· Bronze πΊοΈ Taxonomy Completionist (11) π£ Hot Topic Early Bird
π±
Topic Pioneer
πΊ
Lone Wolf
(3)
π
Keyword Trendsetter Combo
(5)
π§
Keyword Pioneer
π
Trend Setter
Top co-authors
Research topics
Keywords
learning theory
(3)
empirical risk minimization
(2)
small-ball method
(2)
supervised learning
(1)
neural network theory
(1)
reproducing kernel hilbert space
(1)
rademacher complexity
(1)
gaussian complexity
(1)
stochastic process
(1)
structural risk minimization
(1)
rademacher average
(1)
fat-shattering dimension
(1)
eigenvalue decay
(1)
concentration inequality
(1)
support vector machine
(1)
generalization bound
(1)
convergence rate
(1)
risk bound
(1)
convex hull
(1)
heavy-tailed distribution
(1)
Papers
Regularization and the small-ball method II: complexity dependent error rates
JMLR 2017
Learning without concentration
COLT 2014
On the Importance of Small Coordinate Projections
JMLR 2004
On the Performance of Kernel Classes
JMLR 2003
Rademacher and Gaussian Complexities: Risk Bounds and Structural Results
JMLR 2002
On the Size of Convex Hulls of Small Sets
JMLR 2001