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Andreas Christmann
Andreas Christmann
Professor of Stochastics and Machine Learning, University of Bayreuth
Verified email at uni-bayreuth.de
Title
Cited by
Cited by
Year
Support vector machines
I Steinwart, A Christmann
Springer Science & Business Media, 2008
36022008
Robust estimation of Cronbach's alpha
A Christmann, S Van Aelst
Journal of Multivariate Analysis 97 (7), 1660-1674, 2006
3872006
Cerebral ischemia detected with diffusion-weighted MR imaging after stent implantation in the carotid artery
HJ Jaeger, KD Mathias, E Hauth, R Drescher, HM Gissler, S Hennigs, ...
American journal of neuroradiology 23 (2), 200-207, 2002
2212002
Estimating conditional quantiles with the help of the pinball loss
I Steinwart, A Christmann
1982011
Consistency and robustness of kernel-based regression in convex risk minimization
A Christmann, I Steinwart
1582007
Digital radiography versus conventional radiography in chest imaging: diagnostic performance of a large-area silicon flat-panel detector in a clinical CT-controlled study
M Garmer, SP Hennigs, HJ Jager, F Schrick, T van de Loo, A Jacobs, ...
American journal of roentgenology 174 (1), 75-80, 2000
1532000
Support vector machines
A Christmann, I Steinwart
Springer-Verlag New York, 2008
1442008
On robustness properties of convex risk minimization methods for pattern recognition
A Christmann, I Steinwart
The Journal of Machine Learning Research 5, 1007-1034, 2004
1362004
Robustness against separation and outliers in logistic regression
PJ Rousseeuw, A Christmann
Computational Statistics & Data Analysis 43 (3), 315-332, 2003
1282003
Measuring overlap in binary regression
A Christmann, PJ Rousseeuw
Computational Statistics & Data Analysis 37 (1), 65-75, 2001
1262001
Universal kernels on non-standard input spaces
A Christmann, I Steinwart
Advances in neural information processing systems 23, 2010
1092010
A robust estimator for the tail index of Pareto-type distributions
B Vandewalle, J Beirlant, A Christmann, M Hubert
Computational Statistics & Data Analysis 51 (12), 6252-6268, 2007
1042007
Fast learning from non-iid observations
I Steinwart, A Christmann
Advances in neural information processing systems 22, 2009
1012009
How SVMs can estimate quantiles and the median
A Christmann, I Steinwart
Advances in neural information processing systems 20, 2007
952007
Least median of weighted squares in logistic regression with large strata
A Christmann
Biometrika 81 (2), 413-417, 1994
711994
Bouligand derivatives and robustness of support vector machines for regression
A Christmann, A Van Messem
Journal of Machine Learning Research 9 (May), 915-936, 2008
622008
Consistency of support vector machines using additive kernels for additive models
A Christmann, R Hable
Computational Statistics & Data Analysis 56 (4), 854-873, 2012
592012
A physiologic in vitro model of the inferior vena cava with a computer-controlled flow system for testing of inferior vena cava filters
HJ Jäger, T Mair, M Geller, RK Kinne, A Christmann, KD Mathias
Investigative radiology 32 (9), 511-522, 1997
531997
On qualitative robustness of support vector machines
R Hable, A Christmann
Journal of Multivariate Analysis 102 (6), 993-1007, 2011
502011
On consistency and robustness properties of support vector machines for heavy-tailed distributions
A Christmann, I Steinwart, A van Messem
Statistics and Its Interface 2 (3), 311-327, 2009
492009
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