Andreas Christmann
7 papers · 2004–2022 · 2 venues · across top CS/AI venues
Authors are matched by name, so researchers who share a name ("Yang Liu", "Wei Wang") appear as a single profile and their paper counts, venues and achievements are combined. How identity is handled.
Achievements
Jump to papers ↓+4 more ↓ Show less ↑
🌍 Conference Polyglot · Bronze 🏃 Academic Marathon · Full 🌉 Interdisciplinary Bridge · Bronze 🗺️ Taxonomy Completionist (16) 🐣 Hot Topic Early Bird
🌱
Topic Pioneer
🧭
Keyword Pioneer
🏆
Keyword Champion
📈
Trend Setter
Venues
Top co-authors
Research topics
Keywords
support vector machine
(7)
kernel methods
(4)
epsilon-insensitive loss
(2)
influence function
(2)
oracle inequality
(2)
statistical learning theory
(1)
robust statistics
(1)
non-iid learning
(1)
signal processing
(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)
Papers
Total Stability of SVMs and Localized SVMs
JMLR 2022
Universal Kernels on Non-Standard Input Spaces
NeurIPS 2010
Fast Learning from Non-i.i.d. Observations
NeurIPS 2009
Bouligand Derivatives and Robustness of Support Vector Machines for Regression
JMLR 2008
Sparsity of SVMs that use the epsilon-insensitive loss
NeurIPS 2008
How SVMs can estimate quantiles and the median
NeurIPS 2007
On Robustness Properties of Convex Risk Minimization Methods for Pattern Recognition
JMLR 2004