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Christmann, Andreas

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Author ID: christmann.andreas Recent zbMATH articles by "Christmann, Andreas"
Published as: Christmann, A.; Christmann, Andreas
Homepage: http://www.stoch.uni-bayreuth.de/de/CHRISTMANN/
External Links: MGP
Documents Indexed: 34 Publications since 1991, including 1 Book

Publications by Year

Citations contained in zbMATH

29 Publications have been cited 415 times in 301 Documents Cited by Year
Support vector machines. Zbl 1203.68171
Steinwart, Ingo; Christmann, Andreas
164
2008
Estimating conditional quantiles with the help of the pinball loss. Zbl 1284.62235
Steinwart, Ingo; Christmann, Andreas
36
2011
Consistency and robustness of kernel-based regression in convex risk minimization. Zbl 1129.62031
Christmann, Andreas; Steinwart, Ingo
26
2007
A robust estimator for the tail index of Pareto-type distributions. Zbl 1445.62102
Vandewalle, B.; Beirlant, J.; Christmann, A.; Hubert, M.
24
2007
Measuring overlap in binary regression. Zbl 1051.62065
Christmann, A.; Rousseeuw, P. J.
24
2001
On robustness properties of convex risk minimization methods for pattern recognition. Zbl 1222.68348
Christmann, Andreas; Steinwart, Ingo
19
2004
Robustness against separation and outliers in logistic regression. Zbl 1429.62325
Rousseeuw, Peter J.; Christmann, Andreas
17
2003
Comparison between various regression depth methods and the support vector machine to approximate the minimum number of misclassifications. Zbl 1010.62054
Christmann, Andreas; Fischer, Paul; Joachims, Thorsten
12
2002
Least median of weighted squares in logistic regression with large strata. Zbl 0807.62029
Christmann, Andreas
11
1994
On qualitative robustness of support vector machines. Zbl 1274.62285
Hable, Robert; Christmann, Andreas
9
2011
On consistency and robustness properties of support vector machines for heavy-tailed distributions. Zbl 1245.62057
Christmann, Andreas; van Messem, Arnout; Steinwart, Ingo
9
2009
Consistency of kernel-based quantile regression. Zbl 1197.62034
Christmann, Andreas; Steinwart, Ingo
9
2008
Learning rates for the risk of kernel-based quantile regression estimators in additive models. Zbl 1338.62077
Christmann, Andreas; Zhou, Ding-Xuan
8
2016
Bouligand derivatives and robustness of support vector machines for regression. Zbl 1225.68164
Christmann, Andreas; Van Messem, Arnout
8
2008
Consistency of support vector machines using additive kernels for additive models. Zbl 1243.62051
Christmann, Andreas; Hable, Robert
6
2012
Robustness of reweighted least squares kernel based regression. Zbl 1178.62035
Debruyne, Michiel; Christmann, Andreas; Hubert, Mia; Suykens, Johan A. K.
6
2010
On the robustness of regularized pairwise learning methods based on kernels. Zbl 1403.62089
Christmann, Andreas; Zhou, Ding-Xuan
4
2016
Robust estimation of Cronbach’s alpha. Zbl 1102.62128
Christmann, A.; Van Aelst, S.
4
2006
Editorial: On the interface of statistics and machine learning. Zbl 1245.00027
Christmann, Andreas (ed.); Shen, Xiaotong (ed.)
3
2009
Robust learning from bites for data mining. Zbl 1452.62042
Christmann, Andreas; Steinwart, Ingo; Hubert, Mia
3
2007
An approach to model complex high-dimensional insurance data. Zbl 1059.62108
Christmann, Andreas
3
2004
A review on consistency and robustness properties of support vector machines for heavy-tailed distributions. Zbl 1284.68507
Van Messem, Arnout; Christmann, Andreas
2
2010
Some properties of the length of the shortest half. Zbl 0828.62029
Christmann, A.; Gather, U.; Scholz, G.
2
1994
On extension theorems and their connection to universal consistency in machine learning. Zbl 1353.60035
Christmann, Andreas; Dumpert, Florian; Xiang, Dao-Hong
1
2016
Estimation of scale functions to model heteroscedasticity by regularised kernel-based quantile methods. Zbl 1359.62124
Hable, R.; Christmann, A.
1
2014
On a strategy to develop robust and simple tariffs from motor vehicle insurance data. Zbl 1097.62112
Christmann, Andreas
1
2005
On properties of support vector machines for pattern recognition in finite samples. Zbl 1091.65008
Christmann, A.
1
2004
Classification based on the support vector machine and on regression depth. Zbl 1145.62346
Christmann, Andreas
1
2002
High breakdown point estimators in logistic regression. Zbl 0841.62021
Christmann, Andreas
1
1996
Learning rates for the risk of kernel-based quantile regression estimators in additive models. Zbl 1338.62077
Christmann, Andreas; Zhou, Ding-Xuan
8
2016
On the robustness of regularized pairwise learning methods based on kernels. Zbl 1403.62089
Christmann, Andreas; Zhou, Ding-Xuan
4
2016
On extension theorems and their connection to universal consistency in machine learning. Zbl 1353.60035
Christmann, Andreas; Dumpert, Florian; Xiang, Dao-Hong
1
2016
Estimation of scale functions to model heteroscedasticity by regularised kernel-based quantile methods. Zbl 1359.62124
Hable, R.; Christmann, A.
1
2014
Consistency of support vector machines using additive kernels for additive models. Zbl 1243.62051
Christmann, Andreas; Hable, Robert
6
2012
Estimating conditional quantiles with the help of the pinball loss. Zbl 1284.62235
Steinwart, Ingo; Christmann, Andreas
36
2011
On qualitative robustness of support vector machines. Zbl 1274.62285
Hable, Robert; Christmann, Andreas
9
2011
Robustness of reweighted least squares kernel based regression. Zbl 1178.62035
Debruyne, Michiel; Christmann, Andreas; Hubert, Mia; Suykens, Johan A. K.
6
2010
A review on consistency and robustness properties of support vector machines for heavy-tailed distributions. Zbl 1284.68507
Van Messem, Arnout; Christmann, Andreas
2
2010
On consistency and robustness properties of support vector machines for heavy-tailed distributions. Zbl 1245.62057
Christmann, Andreas; van Messem, Arnout; Steinwart, Ingo
9
2009
Editorial: On the interface of statistics and machine learning. Zbl 1245.00027
Christmann, Andreas (ed.); Shen, Xiaotong (ed.)
3
2009
Support vector machines. Zbl 1203.68171
Steinwart, Ingo; Christmann, Andreas
164
2008
Consistency of kernel-based quantile regression. Zbl 1197.62034
Christmann, Andreas; Steinwart, Ingo
9
2008
Bouligand derivatives and robustness of support vector machines for regression. Zbl 1225.68164
Christmann, Andreas; Van Messem, Arnout
8
2008
Consistency and robustness of kernel-based regression in convex risk minimization. Zbl 1129.62031
Christmann, Andreas; Steinwart, Ingo
26
2007
A robust estimator for the tail index of Pareto-type distributions. Zbl 1445.62102
Vandewalle, B.; Beirlant, J.; Christmann, A.; Hubert, M.
24
2007
Robust learning from bites for data mining. Zbl 1452.62042
Christmann, Andreas; Steinwart, Ingo; Hubert, Mia
3
2007
Robust estimation of Cronbach’s alpha. Zbl 1102.62128
Christmann, A.; Van Aelst, S.
4
2006
On a strategy to develop robust and simple tariffs from motor vehicle insurance data. Zbl 1097.62112
Christmann, Andreas
1
2005
On robustness properties of convex risk minimization methods for pattern recognition. Zbl 1222.68348
Christmann, Andreas; Steinwart, Ingo
19
2004
An approach to model complex high-dimensional insurance data. Zbl 1059.62108
Christmann, Andreas
3
2004
On properties of support vector machines for pattern recognition in finite samples. Zbl 1091.65008
Christmann, A.
1
2004
Robustness against separation and outliers in logistic regression. Zbl 1429.62325
Rousseeuw, Peter J.; Christmann, Andreas
17
2003
Comparison between various regression depth methods and the support vector machine to approximate the minimum number of misclassifications. Zbl 1010.62054
Christmann, Andreas; Fischer, Paul; Joachims, Thorsten
12
2002
Classification based on the support vector machine and on regression depth. Zbl 1145.62346
Christmann, Andreas
1
2002
Measuring overlap in binary regression. Zbl 1051.62065
Christmann, A.; Rousseeuw, P. J.
24
2001
High breakdown point estimators in logistic regression. Zbl 0841.62021
Christmann, Andreas
1
1996
Least median of weighted squares in logistic regression with large strata. Zbl 0807.62029
Christmann, Andreas
11
1994
Some properties of the length of the shortest half. Zbl 0828.62029
Christmann, A.; Gather, U.; Scholz, G.
2
1994
all top 5

Cited by 504 Authors

18 Steinwart, Ingo
16 Zhou, Dingxuan
15 Christmann, Andreas
14 Suykens, Johan A. K.
10 Xiang, Dao-Hong
8 Feng, Yunlong
8 García-Gonzalo, Esperanza
8 Tong, Hongzhi
7 Sheng, Baohuai
6 Alonso Fernández, J. R.
6 Díaz Muñiz, C.
6 Hu, Ting
6 Hubert, Mia
5 Chen, Dirong
5 Croux, Christophe
5 Garcia Nieto, Paulino Jose
5 Hable, Robert
5 Huang, XiaoLin
5 Lv, Shaogao
5 Nieto, P. J. García
5 Rosasco, Lorenzo A.
5 Stehlík, Milan
5 Ye, Qi
5 Ying, Yiming
4 Fukumizu, Kenji
4 Gretton, Arthur
4 Guo, Zheng-Chu
4 Hang, Hanyuan
4 Lin, Junhong
4 Rousseeuw, Peter J.
4 Scovel, Clint
4 Shi, Lei
4 Wu, Qiang
3 Blanchard, Gilles
3 Cevher, Volkan
3 Debruyne, Michiel
3 Fabián, Zdeněk
3 Fasshauer, Gregory E.
3 Fischer, Simon
3 Goegebeur, Yuri
3 Goldberg, Yair
3 Guillou, Armelle
3 Haesbroeck, Gentiane
3 Hobza, Tomáš
3 Kanamori, Takafumi
3 Lei, Yunwen
3 Lin, Shaobo
3 Müller, Christine H.
3 Pardo, Leandro
3 Sánchez Lasheras, Fernando
3 Schölkopf, Bernhard
3 Sejdinovic, Dino
3 Sriperumbudur, Bharath K.
3 Suzuki, Taiji
2 Beran, Jan
2 Bianco, Ana M.
2 Chaudhuri, Probal
2 Chen, Zhenlong
2 Chen, Zhenyu
2 Crambes, Christophe
2 De Vito, Ernesto
2 Draper, Norman R.
2 Dumpert, Florian
2 Fan, Jun
2 Fan, Zhiping
2 Farooq, Muhammad Umar
2 Gannoun, Ali
2 Gauthier, Bertrand
2 Ghosh, Anil Kumar
2 González Suárez, V. M.
2 Griebel, Michael
2 Henchiri, Yousri
2 Heumann, Christian
2 Hickernell, Fred J.
2 Hush, Don R.
2 Kanagawa, Motonobu
2 Kohler, Michael
2 Kosorok, Michael R.
2 Lange, Tatjana
2 Lecué, Guillaume
2 Li, Bingzheng
2 Li, Luoqing
2 Lian, Heng
2 Liu, Yufeng
2 Lu, Wenbin
2 Mayo Bayón, R.
2 Mendelson, Shahar
2 Mosler, Karl Clemens
2 Mozharovskyi, Pavlo
2 Needell, Deanna
2 Owhadi, Houman
2 Pelckmans, Kristiaan
2 Pereverzev, Sergei V.
2 Saab, Rayan
2 Schell, Dieter
2 Scott, Clayton D.
2 Shi, Chengchun
2 Shi, Lei
2 Song, Rui
2 Střelec, Luboš
...and 404 more Authors
all top 5

Cited in 89 Serials

22 Computational Statistics and Data Analysis
16 Neural Computation
15 Electronic Journal of Statistics
13 Journal of Statistical Planning and Inference
13 Journal of Machine Learning Research (JMLR)
12 Journal of Multivariate Analysis
11 The Annals of Statistics
11 Journal of Complexity
10 Applied and Computational Harmonic Analysis
10 Analysis and Applications (Singapore)
9 Statistics & Probability Letters
6 Journal of Approximation Theory
6 Journal of Computational and Applied Mathematics
6 Bernoulli
5 Neural Networks
5 Communications on Pure and Applied Analysis
5 Advances in Data Analysis and Classification. ADAC
4 Communications in Statistics. Theory and Methods
4 European Journal of Operational Research
4 Advances in Computational Mathematics
3 Annals of the Institute of Statistical Mathematics
3 Automatica
3 Information Sciences
3 Statistics
3 Machine Learning
3 Communications in Statistics. Simulation and Computation
3 Journal of Statistical Computation and Simulation
3 International Journal of Wavelets, Multiresolution and Information Processing
3 Statistics and Computing
2 Journal of the Franklin Institute
2 Applied Mathematics and Computation
2 Journal of the American Statistical Association
2 Kybernetika
2 Mathematics and Computers in Simulation
2 Journal of Classification
2 Statistical Science
2 Applied Mathematics Letters
2 Annals of Operations Research
2 Computational Statistics
2 Journal of Nonparametric Statistics
2 Abstract and Applied Analysis
2 Foundations of Computational Mathematics
2 Statistical Modelling
2 The Annals of Applied Statistics
2 Journal of Theoretical Biology
1 The Canadian Journal of Statistics
1 Discrete Applied Mathematics
1 Inverse Problems
1 Journal of Mathematical Biology
1 Lithuanian Mathematical Journal
1 Metrika
1 Psychometrika
1 Scandinavian Journal of Statistics
1 Mathematics of Computation
1 Memoirs of the American Mathematical Society
1 Proceedings of the American Mathematical Society
1 SIAM Journal on Control and Optimization
1 SIAM Journal on Numerical Analysis
1 Insurance Mathematics & Economics
1 Chinese Annals of Mathematics. Series B
1 Acta Mathematicae Applicatae Sinica. English Series
1 Constructive Approximation
1 Forum Mathematicum
1 Economics Letters
1 Numerical Algorithms
1 Applied Mathematical Modelling
1 Pattern Recognition
1 Journal of Mathematical Imaging and Vision
1 Cybernetics and Systems Analysis
1 Potential Analysis
1 SIAM Journal on Scientific Computing
1 Statistical Papers
1 The Journal of Fourier Analysis and Applications
1 European Series in Applied and Industrial Mathematics (ESAIM): Probability and Statistics
1 Journal of Inequalities and Applications
1 Journal of Applied Statistics
1 Extremes
1 Brazilian Journal of Probability and Statistics
1 Quantitative Finance
1 Journal of Applied Mathematics
1 Statistical Methods and Applications
1 Statistical Analysis and Data Mining
1 Journal of Statistical Theory and Practice
1 Statistics Surveys
1 Statistics & Risk Modeling
1 Bayesian Analysis
1 ISRN Probability and Statistics
1 Journal of Applied and Computational Topology
1 Japanese Journal of Statistics and Data Science

Citations by Year