Director of the Department

Prof. Dr. Bernhard Schölkopf
Prof. Dr. Bernhard Schölkopf
bernhard.schoelkopf[at]tuebingen.mpg.de


Secretary: Sabrina Rehbaum
Phone: +49 7071 601-551
Fax: +49 7071 601-552
sabrina.rehbaum[at]tuebingen.mpg.de
 

More about the Department

Scientific Awards

Since the foundation of our department in 2002, we have received the following awards.

 

Publication List Department Schölkopf

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2005

Articles (24):

Chalimourda A, Schölkopf B and Smola AJ (March-2005) Experimentally optimal ν in support vector regression for different noise models and parameter settings Neural Networks 18(2) 205-205.
Boucheron S, Bousquet O, Lugosi G and Massart P (March-2005) Moment Inequalities for Functions of Independent Random Variables Annals of Probability 33(2) 514-560.
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Weston J, Leslie CS, Ie E, Zhou D, Elisseeff A and Noble WS (2005) Semi-supervised protein classification using cluster kernels Bioinformatics 21(15) 3241-3247.

Conference papers (40):

Walder CJ and Lovell BC (December-2005) Homogenized Virtual Support Vector Machines, International Conference on Digital Image Computing: Techniques and Applications (DICTA 2005), IEEE, Piscataway, NJ, USA, 57.
Kienzle W and Schölkopf B (November-2005) Training Support Vector Machines with Multiple Equality Constraints In: Machine Learning: ECML 2005, , 16th European Conference on Machine Learning, Springer, Berlin, Germany, 182-193, Series: Lecture Notes in Computer Science ; 3720.
Kowalczyk A and Chapelle O (October-2005) An Analysis of the Anti-Learning Phenomenon for the Class Symmetric Polyhedron In: Algorithmic Learning Theory, , 16th International Conference on Algorithmic Learning Theory (ALT 2005), Springer, Berlin, Germany, 78-92, Series: Lecture Notes in Computer Science ; 3734.
Tsuda K, Shin H and Schölkopf B (October-2005) Fast Protein Classification with Multiple Networks, Fourth European Conference on Computational Biology / Sixth Meeting of the Spanish Bioinformatics Network (ECCB/JBI'05), Bioinformatics, 21(Supplement 2), 59-65.
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Gretton A, Bousquet O, Smola A and Schölkopf B (October-2005) Measuring Statistical Dependence with Hilbert-Schmidt Norms In: Algorithmic Learning Theory, , 16th International Conference on Algorithmic Learning Theory (ALT 2005), Springer, Berlin, Germany, 63-78, Series: Lecture Notes in Computer Science ; 3734.
Quinonero Candela J and Rasmussen CE (September-2005) Analysis of Some Methods for Reduced Rank Gaussian Process Regression In: Switching and Learning in Feedback Systems, , European Summer School on Multi-Agent Control 2003, Springer, Berlin, Germany, 98-127, Series: Lecture Notes in Computer Science ; 3355.
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Steinke F, Schölkopf B and Blanz V (September-2005) Support Vector Machines for 3D Shape Processing, 26th Annual Conference of the European Association for Computer Graphics (EUROGRAPHICS 2005), Computer Graphics Forum, 24(3), 285-294.
Lal TN, Schröder M, Hill J, Preissl H, Hinterberger T, Mellinger J, Bogdan M, Rosenstiel W, Hofmann T, Birbaumer N and Schölkopf B (August-2005) A Brain Computer Interface with Online Feedback based on Magnetoencephalography, 22nd International Conference on Machine Learning (ICML 2005), ACM Press, New York, NY, USA, 465-472.
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Wu M, Schölkopf B and BakIr G (August-2005) Building Sparse Large Margin Classifiers, 22nd International Conference on Machine Learning (ICML 2005), ACM Press, New York, NY, USA, 996-1003.
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Rasmussen CE and Candela JQ (August-2005) Healing the Relevance Vector Machine through Augmentation, 22nd International Conference on Machine Learning (ICML 2005), ACM Press, New York, NY, USA, 689-696.
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Walder C, Chapelle O and Schölkopf B (August-2005) Implicit Surface Modelling as an Eigenvalue Problem, 22nd International Conference on Machine Learning (ICML 2005), ACM Press, New York, NY, USA, 936-939.
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Hein M and Audibert Y (August-2005) Intrinsic dimensionality estimation of submanifolds in Rd, 22nd International Conference on Machine Learning (ICML 2005), ACM Press, New York, NY, USA, 289-296.
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Zien A and Candela JQ (August-2005) Large Margin Non-Linear Embedding, 22nd International Conference on Machine Learning (ICML 2005), ACM Press, New York, NY, USA, 1065-1072.
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Sonnenburg S, Rätsch G and Schölkopf B (August-2005) Large Scale Genomic Sequence SVM Classifiers, 22nd International Conference on Machine Learning (ICML 2005), ACM Press, New York, NY, USA, 848-855.
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Zhou D, Huang J and Schölkopf B (August-2005) Learning from Labeled and Unlabeled Data on a Directed Graph, 22nd International Conference on Machine Learning (ICML 2005), ACM Press, New York, NY, USA, 1036-1043.
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Schölkopf B, Steinke F and Blanz V (August-2005) Object correspondence as a machine learning problem, 22nd International Conference on Machine Learning (ICML 2005), ACM Press, New York, NY, USA, 776-783.
Tsuda K (August-2005) Propagating Distributions on a Hypergraph by Dual Information Regularization, 22nd International Conference on Machine Learning (ICML 2005), ACM Press, New York, NY, USA, 920-927.
Zhou D and Schölkopf B (August-2005) Regularization on Discrete Spaces In: Pattern Recognition, , 27th Annual Symposium of the German Association for Pattern Recognition (DAGM 2005), Springer, Berlin, Germany, 361-368, Series: Lecture Notes in Computer Science ; 3663.
Chapelle O and Harchaoui Z (July-2005) A Machine Learning Approach to Conjoint Analysis In: Advances in Neural Information Processing Systems 17, , Eighteenth Annual Conference on Neural Information Processing Systems (NIPS 2004), MIT Press, Cambridge, MA, USA, 257-264.
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Estrela VV, Franz MO, Lopes RT and De Araújo AP (July-2005) Adaptive mixed norm optical flow estimation, Visual Communications and Image Processing (VCIP 2005), SPIE, Bellingham, WA, USA, 1-8, Series: Proceedings of the SPIE ; 5960.
Hill NJ, Lal TN, Bierig K, Birbaumer N and Schölkopf B (July-2005) An Auditory Paradigm for Brain-Computer Interfaces In: Advances in Neural Information Processing Systems 17, , Eighteenth Annual Conference on Neural Information Processing Systems (NIPS 2004), MIT Press, Cambridge, MA, USA, 569-576.
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Bakir GH, Bottou L and Weston J (July-2005) Breaking SVM Complexity with Cross-Training In: Advances in Neural Information Processing Systems 17, , Eighteenth Annual Conference on Neural Information Processing Systems (NIPS 2004), MIT Press, Cambridge, MA, USA, 81-88.
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Kienzle W, BakIr G, Franz M and Schölkopf B (July-2005) Face Detection: Efficient and Rank Deficient In: Advances in Neural Information Processing Systems 17, , Eighteenth Annual Conference on Neural Information Processing Systems (NIPS 2004), MIT Press, Cambridge, MA, USA, 673-680.
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Franz MO and Schölkopf B (July-2005) Implicit Wiener series for higher-order image analysis In: Advances in Neural Information Processing Systems 17, , Eighteenth Annual Conference on Neural Information Processing Systems (NIPS 2004), MIT Press, Cambridge, MA, USA, 465-472.
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Schölkopf B, Giesen J and Spalinger S (July-2005) Kernel Methods for Implicit Surface Modeling In: Advances in Neural Information Processing Systems 17, , Eighteenth Annual Conference on Neural Information Processing Systems (NIPS 2004), MIT Press, Cambridge, MA, USA, 1193-1200.
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von Luxburg U, Bousquet O and Belkin M (July-2005) Limits of Spectral Clustering In: Advances in Neural Information Processing Systems 17, , Eighteenth Annual Conference on Neural Information Processing Systems (NIPS 2004), MIT Press, Cambridge, MA, USA, 857-864.
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Wichmann FA, Graf ABA, Simoncelli EP, Bülthoff HH and Schölkopf B (July-2005) Machine Learning Applied to Perception: Decision-Images for Classification In: Advances in Neural Information Processing Systems 17, , Eighteenth Annual Conference on Neural Information Processing Systems (NIPS 2004), MIT Press, Cambridge, MA, USA, 1489-1496.
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Tsuda K, Rätsch G and Warmuth MK (July-2005) Matrix Exponential Gradient Updates for On-line Learning and Bregman Projection In: Advances in Neural Information Processing Systems 17, , Eighteenth Annual Conference on Neural Information Processing Systems (NIPS 2004), MIT Press, Cambridge, MA, USA, 1425-1432.
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Lal TN, Hinterberger T, Widman G, Schröder M, Hill J, Rosenstiel W, Elger CE, Schölkopf B and Birbaumer N (July-2005) Methods Towards Invasive Human Brain Computer Interfaces In: Advances in Neural Information Processing Systems 17, , Eighteenth Annual Conference on Neural Information Processing Systems (NIPS 2004), MIT Press, Cambridge, MA, USA, 737-744.
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Zhou D, Schölkopf B and Hofmann T (July-2005) Semi-supervised Learning on Directed Graphs In: Advances in Neural Information Processing Systems 17, , Eighteenth Annual Conference on Neural Information Processing Systems (NIPS 2004), MIT Press, Cambridge, MA, USA, 1633-1640.
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Candillier L, Tellier I, Torre F and Bousquet O (July-2005) SSC: Statistical Subspace Clustering In: Machine Learning and Data Mining in Pattern Recognition, , 4th International Conference on Machine Learning and Data Mining in Pattern Recognition (MLDM 2005), Springer, Berlin, Germany, 100-109, Series: Lecture Notes in Computer Science ; 3587.
Hein M, Audibert J-Y and von Luxburg U (June-2005) From Graphs to Manifolds: Weak and Strong Pointwise Consistency of Graph Laplacians In: Learning Theory, , 18th Annual Conference on Learning Theory (COLT 2005), Springer, Berlin, Germany, 470-485, Series: Lecture Notes in Computer Science ; 3559.
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Weston J, Schölkopf B and Bousquet O (June-2005) Joint Kernel Maps In: Computational Intelligence and Bioinspired Systems, , 8th International Work-Conference on Artificial Neural Networks (IWANN 2005), Springer, Berlin, Germany, 176-191, Series: Lecture Notes in Computer Science ; 3512.
Jung T, Herrera L and Schölkopf B (June-2005) Long Term Prediction of Product Quality in a Glass Manufacturing Process Using a Kernel Based Approach In: Computational Intelligence and Bioinspired Systems, , 8th International Work-Conference on Artificial Neural Networks (IWANN 2005), Springer, Berlin, Germany, 960-967, Series: Lecture Notes in Computer Science ; 3512.
Rätsch G, Sonnenburg S and Schölkopf B (June-2005) RASE: recognition of alternatively spliced exons in C.elegans, Thirteenth International Conference on Intelligent Systems for Molecular Biology (ISBM 2005), Bioinformatics, 21(Supplement 1), i369-i377.
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Everingham M, Zisserman A, Williams CKI, van Gool L, Allan M, Bishop CM, Chapelle O, Dalal N, Deselaers T, Dorkó G, Duffner S, Eichhorn J, Farquhar JDR, Fritz M, Garcia C, Griffiths T, Jurie F, Keysers D, Koskela M, Laaksonen J, Larlus D, Leibe B, Meng H, Ney H, Schiele B, Schmid C, Seemann E, Shaw-Taylor J, Storkey A, Szedmak S, Triggs B, Ulusoy I, Viitaniemi V and Zhang J (April-2005) The 2005 PASCAL Visual Object Classes Challenge In: Machine Learning Challenges: Evaluating Predictive Uncertainty, Visual Object Classification, and Recognising Tectual Entailment, , First PASCAL Machine Learning Challenges Workshop (MLCW 2005), Springer, Berlin, Germany, 117-176, Series: Lecture Notes in Computer Science ; 3944.
Chapelle O (January-2005) Active Learning for Parzen Window Classifier, Tenth International Workshop on Artificial Intelligence and Statistics (AISTATS 2005), Society for Artificial Intelligence and Statistics, Fort Lauderdale, FL, USA, 49-56.
Hein M and Bousquet O (January-2005) Hilbertian Metrics and Positive Definite Kernels on Probability Measures, Tenth International Workshop on Artificial Intelligence and Statistics (AISTATS 2005), Society for Artificial Intelligence and Statistics, Fort Lauderdale, FL, USA, 136-143.
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Gretton A, Smola AJ, Bousquet O, Herbrich R, Belitski A, Augath M, Murayama Y, Pauls J, Schölkopf B and Logothetis NK (January-2005) Kernel Constrained Covariance for Dependence Measurement, Tenth International Workshop on Artificial Intelligence and Statistics (AISTATS 2005), Society for Artificial Intelligence and Statistics, Fort Lauderdale, FL, USA, 112-119.
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Chapelle O and Zien A (January-2005) Semi-Supervised Classification by Low Density Separation, Tenth International Workshop on Artificial Intelligence and Statistics (AISTATS 2005), Society for Artificial Intelligence and Statistics, Fort Lauderdale, FL, USA, 57-64.

Contributions to books (2):

Schölkopf B and Smola AJ: Support Vector Machines and Kernel Algorithms, 5328-5335. In: Encyclopedia of Biostatistics, (Ed) P. Armitage, Wiley, Chichester, UK, (2005).
Wagemans J, Wichmann FA and de Beeck HO: Visual perception I: Basic principles, 3-47. In: Handbook of Cognition, (Ed) K. Lamberts, Sage, London, UK, (2005).

Technical reports (7):

Corfield D, Schölkopf B and Vapnik V: Popper, Falsification and the VC-dimension, 145, Max Planck Institute for Biological Cybernetics, Tübingen, Germany, (November-2005).
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Huang J: A Combinatorial View of Graph Laplacians, 144, Max Planck Institute for Biological Cybernetics, Tübingen, Germany, (August-2005).
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Zhou D, Huang J and Schölkopf B: Beyond Pairwise Classification and Clustering Using Hypergraphs, 143, Max Planck Institute for Biological Cybernetics, Tübingen, Germany, (August-2005).
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Gretton A, Bousquet O, Smola AJ and Schölkopf B: Measuring Statistical Dependence with Hilbert-Schmidt Norms, 140, Max Planck Institute for Biological Cybernetics, Tübingen, Germany, (June-2005).
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Kuss M, Pfingsten T, Csato L and Rasmussen CE: Approximate Inference for Robust Gaussian Process Regression, 136, Max Planck Institute for Biological Cybernetics, Tübingen, Germany, (March-2005).
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Last updated: Wednesday, 07.12.2011