Andreas Christmann
7 papers · 2004–2022 · 2 conferences · across top CS/AI conferences
Achievements
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π£ Hot Topic Early Bird π Interdisciplinary Bridge π Academic Marathon (18) π Cross-Pollinator (13) πΊοΈ Taxonomy Completionist (16)
π§
Keyword Pioneer
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Conference Polyglot
(2)
π
Keyword Champion
π±
Topic Pioneer
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Trend Setter
Conferences
NIPS (4)
JMLR (3)
Top co-authors
Keywords
support vector machine
(6)
kernel methods
(4)
oracle inequality
(2)
influence function
(2)
epsilon-insensitive loss
(2)
robust statistics
(1)
non-iid learning
(1)
empirical risk minimization
(1)
reproducing kernel hilbert space
(1)
quantile regression
(1)
pinball loss
(1)
median estimation
(1)
pattern recognition
(1)
convex risk minimization
(1)
sparsity
(1)
alpha-mixing processes
(1)
kernel logistic regression
(1)
functional analysis
(1)
learning rate
(1)
universal kernel
(1)
Papers
Total Stability of SVMs and Localized SVMs
JMLR 2022
Universal Kernels on Non-Standard Input Spaces
NIPS 2010
Fast Learning from Non-i.i.d. Observations
NIPS 2009
Bouligand Derivatives and Robustness of Support Vector Machines for Regression
JMLR 2008
Sparsity of SVMs that use the epsilon-insensitive loss
NIPS 2008
How SVMs can estimate quantiles and the median
NIPS 2007
On Robustness Properties of Convex Risk Minimization Methods for Pattern Recognition
JMLR 2004