Bücher (1): |
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Bottou L , Chapelle O  , DeCoste D und Weston J : Large-Scale Kernel Machines, 416, MIT Press, Cambridge, MA, USA, (September-2007).
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Artikel (9): |
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Sonnenburg S , Braun ML , Ong CS , Bengio S , Bottou L , Holmes G , LeCun Y , Müller K-R , Pereira F , Rasmussen CE , Rätsch G , Schölkopf B , Smola A , Vincent P , Weston J und Williamson RC (October-2007) The Need for Open Source Software in Machine Learning
Journal of Machine Learning Research 8 2443-2466.
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Collobert R , Sinz F , Weston J und Bottou L (August-2006) Large Scale Transductive SVMs
Journal of Machine Learning Research 7 1687-1712.
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Weston J , Leslie CS , Ie E , Zhou D , Elisseeff A und Noble WS (2005) Semi-supervised protein classification using cluster kernels
Bioinformatics 21(15) 3241-3247.
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Lal TN , Schröder M , Hinterberger T , Weston J , Bogdan M , Birbaumer N und Schölkopf B (June-2004) Support Vector Channel Selection in BCI
IEEE Transactions on Biomedical Engineering 51(6) 1003-1010.
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Weston J , Elisseeff A , Zhou D , Leslie C und Noble WS (2004) Protein ranking: from local to global structure in the protein similarity network
Proceedings of the National Academy of Science 101(17) 6559-6563.
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Weston J , Schölkopf B , Eskin E , Leslie C und Noble WS (June-2003) Dealing with large Diagonals in Kernel Matrices
Annals of the Institute of Statistical Mathematics 55(2) 391-408.
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Mika S , Rätsch G , Weston J , Schölkopf B , Smola AJ und Müller K-R (May-2003) Constructing Descriptive and Discriminative Non-linear Features: Rayleigh Coefficients in Kernel Feature Spaces
IEEE Transactions on Pattern Analysis and Machine Intelligence 25(5) 623-628.
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Weston J , Perez-Cruz F , Bousquet O , Chapelle O , Elisseeff A und Schölkopf B (April-2003) Feature selection and transduction for prediction of molecular bioactivity for drug design
Bioinformatics 19(6) 764-771.
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Weston J , Elisseeff A , Schölkopf B und Tipping M (March-2003) Use of the Zero-Norm with Linear Models and Kernel Methods
Journal of Machine Learning Research 3 1439-1461.
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Beiträge zu Tagungsbänden (19): |
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Weston J , Collobert R , Sinz F , Bottou L und Vapnik V (June-2006) Inference with the Universum
In: ICML 2006, 23rd International Conference on Machine Learning, ACM Press, New York, NY, USA, 1009-1016.
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Collobert R , Sinz F , Weston J und Bottou L (June-2006) Trading Convexity for Scalability
In: ICML 2006, 23rd International Conference on Machine Learning, ACM Press, New York, NY, USA, 201-208.
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Bakir GH , Bottou L und 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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Weston J , Schölkopf B und Bousquet O (2005) Joint Kernel Maps
IWANN 2005, Springer-Verlag, Berlin Heidelberg, Germany, LNCS 3512, 176-191.
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Bakir GH , Weston J und Schölkopf B (June-2004) Learning to Find Pre-Images
In: Advances in Neural Information Processing Systems 16, Seventeenth Annual Conference on Neural Information Processing Systems (NIPS 2003), MIT Press, Cambridge, MA, USA, 449-456.
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Zhou D , Bousquet O , Lal TN , Weston J und Schölkopf B (June-2004) Learning with Local and Global Consistency
In: Advances in Neural Information Processing Systems 16, Seventeenth Annual Conference on Neural Information Processing Systems (NIPS 2003), MIT Press, Cambridge, MA, USA, 321-328.
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Eichhorn J , Tolias AS , Zien A , Kuss M , Rasmussen CE , Weston J , Logothetis NK und Schölkopf B (June-2004) Prediction on Spike Data Using Kernel Algorithms
In: Advances in Neural Information Processing Systems 16, Seventeenth Annual Conference on Neural Information Processing Systems (NIPS 2003), MIT Press, Cambridge, MA, USA, 1367-1374.
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Zhou D , Weston J , Gretton A , Bousquet O und Schölkopf B (June-2004) Ranking on Data Manifolds
In: Advances in neural information processing systems 16, Seventeenth Annual Conference on Neural Information Processing Systems (NIPS 2003), MIT Press, Cambridge, MA, USA, 169-176.
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Weston J , Leslie C , Zhou D , Elisseeff A und Noble WS (June-2004) Semi-Supervised Protein Classification using Cluster Kernels
In: Advances in Neural Information Processing Systems 16, Seventeenth Annual Conference on Neural Information Processing Systems (NIPS 2003), MIT Press, Cambridge, MA, USA, 595-602.
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Chapelle O , Weston J und Schölkopf B (October-2003) Cluster Kernels for Semi-Supervised Learning
In: Advances in Neural Information Processing Systems 15, Sixteenth Annual Conference on Neural Information Processing Systems (NIPS 2002), MIT Press, Cambridge, MA, USA, 585-592.
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Weston J , Chapelle O , Elisseeff A , Schölkopf B und Vapnik V (October-2003) Kernel Dependency Estimation
In: Advances in Neural Information Processing Systems 15, Sixteenth Annual Conference on Neural Information Processing Systems (NIPS 2002), MIT Press, Cambridge, MA, USA, 873-880.
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Leslie C , Eskin E , Weston J und Noble WS (October-2003) Mismatch String Kernels for SVM Protein Classification
In: Advances in Neural Information Processing Systems 15, Sixteenth Annual Conference on Neural Information Processing Systems (NIPS 2002), MIT Press, Cambridge, MA, USA, 1417-1424.
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Chapelle O , Schölkopf B und Weston J (2003) Semi-Supervised Learning through Principal Directions Estimation
ICML Workshop, The Continuum from Labeled to Unlabeled Data in Machine Learning & Data Mining.
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Schölkopf B , Weston J , Eskin E , Leslie C und Noble WS (2002) A kernel approach for learning from almost orthogonal patterns
13th European Conference on Machine Learning (ECML 2002) and 6th European Conference on Principles and Practice of Knowledge Discovery in Databases (PKDD'2002), Helsinki, 2430/2431, 511-528.
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Weston J , Mukherjee S , Chapelle O , Pontil M , Poggio T und Vapnik V (April-2001) Feature Selection for SVMs
In: Advances in Neural Information Processing Systems 13, Fourteenth Annual Neural Information Processing Systems Conference (NIPS 2000), MIT Press, Cambridge, MA, USA, 668-674.
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Chapelle O , Weston J , Bottou L und Vapnik V (April-2001) Vicinal Risk Minimization
In: Advances in Neural Information Processing Systems 13, Fourteenth Annual Neural Information Processing Systems Conference (NIPS 2000), MIT Press, Cambridge, MA, USA, 416-422.
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Mika S , Rätsch G , Weston J , Schölkopf B , Smola AJ und Müller K-R (June-2000) Invariant feature extraction and classification in kernel spaces
In: Advances in neural information processing systems 12, Thirteenth Annual Neural Information Processing Systems Conference (NIPS 1999), MIT Press, Cambridge, MA, USA, 526-532.
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Chapelle O , Vapnik V und Weston J (June-2000) Transductive Inference for Estimating Values of Functions
In: Advances in Neural Information Processing Systems 12, Thirteenth Annual Neural Information Processing Systems Conference (NIPS 1999), MIT Press, Cambridge, MA, USA, 421-427.
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Mika S , Rätsch G , Weston J , Schölkopf B und Müller K-R (1999) Fisher discriminant analysis with kernels.
Neural Networks for Signal Processing, 9, 41-48.
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Beiträge zu Büchern (6): |
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Weston J , Bakir GH , Bousquet O , Mann T , Noble WS und Schölkopf B : Joint Kernel Maps, 67-84.
In: Predicting Structured Data, (Ed) G. H. Bakir, MIT Press, Cambridge, MA, USA, (September-2007).
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Collobert R , Sinz F , Weston J und Bottou L : Trading Convexity for Scalability, 275-300.
In: Large Scale Kernel Machines, (Ed) L. Bottou, MIT Press, Cambridge, MA, USA, (September-2007).
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BakIr G , Schölkopf B und Weston J : On the Pre-Image Problem in Kernel Methods, 284-302.
In: Kernel Methods in Bioengineering, Signal and Image Processing, (Ed) G. Camps-Valls, Idea Group Publishing, Hershey, PA, USA, (January-2007).
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Lal TN , Chapelle O , Weston J und Elisseeff A : Embedded methods, 137-165.
In: Feature Extraction: Foundations and Applications, (Ed) I. Guyon, Springer, Berlin, Germany, (2006).
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Perez-Cruz F , Weston J , Herrmann DJL und Schölkopf B : Extension of the nu-SVM range for classification, 179-196.
(Ed) J. Suykens und J. Vandewalle, IOS Press, Amsterdam, (2003).
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Schölkopf B , Guyon I und Weston J : Statistical Learning and Kernel Methods in Bioinformatics, 1-21.
(Ed) P. Frasconi und R. Shamir, IOS Press, Amsterdam, The Netherlands, (2003).
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Technische Berichte (12): |
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Weston J und Bakir GH : Fast Binary and Multi-Output Reduced Set Selection, 132, (November-2004).
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Weston J , Schölkopf B , Bousquet O , Mann und Noble WS : Joint Kernel Maps, 131, Max-Planck-Institute for Biological Cybernetics, Tübingen, (November-2004).
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Lal TN , Schröder M , Hinterberger T , Weston J , Bogdan M , Birbaumer N und Schölkopf B : Support Vector Channel Selection in BCI, 120, Max Planck Institute for Biological Cybernetics, Tuebingen, Germany, (December-2003).
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Zhou D , Bousquet O , Lal TN , Weston J und Schölkopf B : Learning with Local and Global Consistency, 112, Max Planck Institute for Biological Cybernetics, Tuebingen, Germany, (June-2003).
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Weston J , Leslie C , Elisseeff A und Noble WS : Machine Learning approaches to protein ranking: discriminative, semi-supervised, scalable algorithms, 111, MPI, Tuebingen, (June-2003).
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Zhou D , Weston J , Gretton A , Bousquet O und Schölkopf B : Ranking on Data Manifolds, 113, Max Planck Institute for Biological Cybernetics, 72076 Tuebingen, Germany, (June-2003).
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Weston J , Chapelle O , Elisseeff A , Schölkopf B und Vapnik V : Kernel Dependency Estimation, 98, Max Planck Institute for Biological Cybernetics, (August-2002).
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Weston J , Perez-Cruz F , Bousquet O , Chapelle O , Elisseeff A und Schölkopf B : Feature Selection and Transduction for Prediction of Molecular Bioactivity for Drug Design, (2002).
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Weston J , Chapelle O und Guyon I : Data cleaning algorithms with applications to micro-array experiments, Biowulf, (2001).
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Weston J , Perez-Cruz F , Bousquet O , Chapelle O , Elisseeff A und Schölkopf B : KDD Cup 2001 data analysis: prediction of molecular bioactivity for drug design -- Binding to Thrombin, BIOwulf, (2001).
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Weston J , Elisseeff A und Schölkopf B : Use of the $ell_0$-norm with linear models and kernel methods, Biowulf Technologies, (2001).
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Saunders C , Stitson MO , Weston J , Bottou L , Schölkopf B und Smola AJ : Support Vector Machine Reference Manual, CSD-TR-98-03, Department of Computer Science, Royal Holloway, University of London, (1998).
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