Edit Profile Christmann, Andreas Compute Distance To: Compute Author ID: 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 all top 5 Co-Authors 7 single-authored 7 Steinwart, Ingo 4 Hable, Robert 3 Hubert, Mia 3 Van Messem, Arnout 2 Gather, Ursula 2 Joachims, Thorsten 2 Rousseeuw, Peter J. 2 Zhou, Dingxuan 1 Beirlant, Jan 1 Debruyne, Michiel 1 Dumpert, Florian 1 Fischer, Paul E. 1 Fischer, Paul F. 1 Jetter, Kurt 1 Scholz, Guillaume E. 1 Shen, Xiaotong 1 Smale, Steve 1 Suykens, Johan A. K. 1 Van Aelst, Stefan 1 Vandewalle, Björn 1 Xiang, Dao-Hong 1 Zhou, Ding-Xuan all top 5 Serials 5 Computational Statistics and Data Analysis 3 Journal of Multivariate Analysis 2 Statistica Neerlandica 2 Computational Statistics 2 Bernoulli 2 Journal of Machine Learning Research (JMLR) 2 Analysis and Applications (Singapore) 2 Statistics and Its Interface 1 Biometrika 1 Acta Mathematicae Applicatae Sinica. English Series 1 Journal of Complexity 1 Journal of Nonparametric Statistics 1 Applied Stochastic Models in Business and Industry 1 AStA. Allgemeines Statistisches Archiv 1 Oberwolfach Reports 1 Advances in Data Analysis and Classification. ADAC all top 5 Fields 32 Statistics (62-XX) 15 Computer science (68-XX) 7 Functional analysis (46-XX) 3 Numerical analysis (65-XX) 2 General and overarching topics; collections (00-XX) 1 Approximations and expansions (41-XX) 1 Probability theory and stochastic processes (60-XX) 1 Geophysics (86-XX) 1 Game theory, economics, finance, and other social and behavioral sciences (91-XX) Publications by Year all cited Publications top 5 cited Publications Citations contained in zbMATH 29 Publications have been cited 415 times in 301 Documents Cited by ▼ Year ▼ Support vector machines. Zbl 1203.68171Steinwart, Ingo; Christmann, Andreas 164 2008 Estimating conditional quantiles with the help of the pinball loss. Zbl 1284.62235Steinwart, Ingo; Christmann, Andreas 36 2011 Consistency and robustness of kernel-based regression in convex risk minimization. Zbl 1129.62031Christmann, Andreas; Steinwart, Ingo 26 2007 A robust estimator for the tail index of Pareto-type distributions. Zbl 1445.62102Vandewalle, B.; Beirlant, J.; Christmann, A.; Hubert, M. 24 2007 Measuring overlap in binary regression. Zbl 1051.62065Christmann, A.; Rousseeuw, P. J. 24 2001 On robustness properties of convex risk minimization methods for pattern recognition. Zbl 1222.68348Christmann, Andreas; Steinwart, Ingo 19 2004 Robustness against separation and outliers in logistic regression. Zbl 1429.62325Rousseeuw, 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 1010.62054Christmann, Andreas; Fischer, Paul; Joachims, Thorsten 12 2002 Least median of weighted squares in logistic regression with large strata. Zbl 0807.62029Christmann, Andreas 11 1994 On qualitative robustness of support vector machines. Zbl 1274.62285Hable, Robert; Christmann, Andreas 9 2011 On consistency and robustness properties of support vector machines for heavy-tailed distributions. Zbl 1245.62057Christmann, Andreas; van Messem, Arnout; Steinwart, Ingo 9 2009 Consistency of kernel-based quantile regression. Zbl 1197.62034Christmann, Andreas; Steinwart, Ingo 9 2008 Learning rates for the risk of kernel-based quantile regression estimators in additive models. Zbl 1338.62077Christmann, Andreas; Zhou, Ding-Xuan 8 2016 Bouligand derivatives and robustness of support vector machines for regression. Zbl 1225.68164Christmann, Andreas; Van Messem, Arnout 8 2008 Consistency of support vector machines using additive kernels for additive models. Zbl 1243.62051Christmann, Andreas; Hable, Robert 6 2012 Robustness of reweighted least squares kernel based regression. Zbl 1178.62035Debruyne, Michiel; Christmann, Andreas; Hubert, Mia; Suykens, Johan A. K. 6 2010 On the robustness of regularized pairwise learning methods based on kernels. Zbl 1403.62089Christmann, Andreas; Zhou, Ding-Xuan 4 2016 Robust estimation of Cronbach’s alpha. Zbl 1102.62128Christmann, A.; Van Aelst, S. 4 2006 Editorial: On the interface of statistics and machine learning. Zbl 1245.00027Christmann, Andreas (ed.); Shen, Xiaotong (ed.) 3 2009 Robust learning from bites for data mining. Zbl 1452.62042Christmann, Andreas; Steinwart, Ingo; Hubert, Mia 3 2007 An approach to model complex high-dimensional insurance data. Zbl 1059.62108Christmann, Andreas 3 2004 A review on consistency and robustness properties of support vector machines for heavy-tailed distributions. Zbl 1284.68507Van Messem, Arnout; Christmann, Andreas 2 2010 Some properties of the length of the shortest half. Zbl 0828.62029Christmann, A.; Gather, U.; Scholz, G. 2 1994 On extension theorems and their connection to universal consistency in machine learning. Zbl 1353.60035Christmann, Andreas; Dumpert, Florian; Xiang, Dao-Hong 1 2016 Estimation of scale functions to model heteroscedasticity by regularised kernel-based quantile methods. Zbl 1359.62124Hable, R.; Christmann, A. 1 2014 On a strategy to develop robust and simple tariffs from motor vehicle insurance data. Zbl 1097.62112Christmann, Andreas 1 2005 On properties of support vector machines for pattern recognition in finite samples. Zbl 1091.65008Christmann, A. 1 2004 Classification based on the support vector machine and on regression depth. Zbl 1145.62346Christmann, Andreas 1 2002 High breakdown point estimators in logistic regression. Zbl 0841.62021Christmann, Andreas 1 1996 Learning rates for the risk of kernel-based quantile regression estimators in additive models. Zbl 1338.62077Christmann, Andreas; Zhou, Ding-Xuan 8 2016 On the robustness of regularized pairwise learning methods based on kernels. Zbl 1403.62089Christmann, Andreas; Zhou, Ding-Xuan 4 2016 On extension theorems and their connection to universal consistency in machine learning. Zbl 1353.60035Christmann, Andreas; Dumpert, Florian; Xiang, Dao-Hong 1 2016 Estimation of scale functions to model heteroscedasticity by regularised kernel-based quantile methods. Zbl 1359.62124Hable, R.; Christmann, A. 1 2014 Consistency of support vector machines using additive kernels for additive models. Zbl 1243.62051Christmann, Andreas; Hable, Robert 6 2012 Estimating conditional quantiles with the help of the pinball loss. Zbl 1284.62235Steinwart, Ingo; Christmann, Andreas 36 2011 On qualitative robustness of support vector machines. Zbl 1274.62285Hable, Robert; Christmann, Andreas 9 2011 Robustness of reweighted least squares kernel based regression. Zbl 1178.62035Debruyne, 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 1284.68507Van Messem, Arnout; Christmann, Andreas 2 2010 On consistency and robustness properties of support vector machines for heavy-tailed distributions. Zbl 1245.62057Christmann, Andreas; van Messem, Arnout; Steinwart, Ingo 9 2009 Editorial: On the interface of statistics and machine learning. Zbl 1245.00027Christmann, Andreas (ed.); Shen, Xiaotong (ed.) 3 2009 Support vector machines. Zbl 1203.68171Steinwart, Ingo; Christmann, Andreas 164 2008 Consistency of kernel-based quantile regression. Zbl 1197.62034Christmann, Andreas; Steinwart, Ingo 9 2008 Bouligand derivatives and robustness of support vector machines for regression. Zbl 1225.68164Christmann, Andreas; Van Messem, Arnout 8 2008 Consistency and robustness of kernel-based regression in convex risk minimization. Zbl 1129.62031Christmann, Andreas; Steinwart, Ingo 26 2007 A robust estimator for the tail index of Pareto-type distributions. Zbl 1445.62102Vandewalle, B.; Beirlant, J.; Christmann, A.; Hubert, M. 24 2007 Robust learning from bites for data mining. Zbl 1452.62042Christmann, Andreas; Steinwart, Ingo; Hubert, Mia 3 2007 Robust estimation of Cronbach’s alpha. Zbl 1102.62128Christmann, A.; Van Aelst, S. 4 2006 On a strategy to develop robust and simple tariffs from motor vehicle insurance data. Zbl 1097.62112Christmann, Andreas 1 2005 On robustness properties of convex risk minimization methods for pattern recognition. Zbl 1222.68348Christmann, Andreas; Steinwart, Ingo 19 2004 An approach to model complex high-dimensional insurance data. Zbl 1059.62108Christmann, Andreas 3 2004 On properties of support vector machines for pattern recognition in finite samples. Zbl 1091.65008Christmann, A. 1 2004 Robustness against separation and outliers in logistic regression. Zbl 1429.62325Rousseeuw, 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 1010.62054Christmann, Andreas; Fischer, Paul; Joachims, Thorsten 12 2002 Classification based on the support vector machine and on regression depth. Zbl 1145.62346Christmann, Andreas 1 2002 Measuring overlap in binary regression. Zbl 1051.62065Christmann, A.; Rousseeuw, P. J. 24 2001 High breakdown point estimators in logistic regression. Zbl 0841.62021Christmann, Andreas 1 1996 Least median of weighted squares in logistic regression with large strata. Zbl 0807.62029Christmann, Andreas 11 1994 Some properties of the length of the shortest half. Zbl 0828.62029Christmann, A.; Gather, U.; Scholz, G. 2 1994 all cited Publications top 5 cited Publications 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 all top 5 Cited in 29 Fields 205 Statistics (62-XX) 135 Computer science (68-XX) 39 Numerical analysis (65-XX) 36 Functional analysis (46-XX) 21 Probability theory and stochastic processes (60-XX) 21 Operations research, mathematical programming (90-XX) 14 Approximations and expansions (41-XX) 10 Game theory, economics, finance, and other social and behavioral sciences (91-XX) 9 Biology and other natural sciences (92-XX) 7 Systems theory; control (93-XX) 6 Operator theory (47-XX) 5 Harmonic analysis on Euclidean spaces (42-XX) 3 Information and communication theory, circuits (94-XX) 2 Dynamical systems and ergodic theory (37-XX) 2 Calculus of variations and optimal control; optimization (49-XX) 1 General and overarching topics; collections (00-XX) 1 Linear and multilinear algebra; matrix theory (15-XX) 1 Measure and integration (28-XX) 1 Functions of a complex variable (30-XX) 1 Special functions (33-XX) 1 Partial differential equations (35-XX) 1 Abstract harmonic analysis (43-XX) 1 Geometry (51-XX) 1 Algebraic topology (55-XX) 1 Global analysis, analysis on manifolds (58-XX) 1 Mechanics of deformable solids (74-XX) 1 Optics, electromagnetic theory (78-XX) 1 Classical thermodynamics, heat transfer (80-XX) 1 Astronomy and astrophysics (85-XX) Citations by Year