Contact

Jason Weston, Ph.D.

 

Bild von Weston, Jason, Ph.D.

Jason Weston

Position: Wissenschaftler  Abteilung: 

Präferenzen: 
Referenzen pro Seite: Jahr: Medium:

  
Zeige Zusammenfassung

Bücher (1):

Bottou L, Chapelle O, DeCoste D und Weston J: Large-Scale Kernel Machines, 416, MIT Press, Cambridge, MA, USA, (September-2007). ISBN: 0-262-25579-0, Series: Neural Information Processing Series

Artikel (9):

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 (Oktober-2007) The Need for Open Source Software in Machine Learning Journal of Machine Learning Research 8 2443-2466.
pdf
Collobert R, Sinz F, Weston J und Bottou L (August-2006) Large Scale Transductive SVMs Journal of Machine Learning Research 7 1687-1712.
pdf
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.
Lal TN, Schröder M, Hinterberger T, Weston J, Bogdan M, Birbaumer N und Schölkopf B (Juni-2004) Support Vector Channel Selection in BCI IEEE Transactions on Biomedical Engineering 51(6) 1003-1010.
Weston J, Elisseeff A, Zhou D, Leslie C und Noble WS (April-2004) Protein ranking: from local to global structure in the protein similarity network Proceedings of the National Academy of Sciences of the United States of America 101(17) 6559-6563.
Weston J, Schölkopf B, Eskin E, Leslie C und Noble WS (Juni-2003) Dealing with large Diagonals in Kernel Matrices Annals of the Institute of Statistical Mathematics 55(2) 391-408.
Mika S, Rätsch G, Weston J, Schölkopf B, Smola AJ und Müller K-R (Mai-2003) Constructing descriptive and discriminative nonlinear features: Rayleigh coefficients in kernel feature spaces IEEE Transactions on Pattern Analysis and Machine Intelligence 25(5) 623-628.
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.
Weston J, Elisseeff A, Schölkopf B und Tipping M (März-2003) Use of the Zero-Norm with Linear Models and Kernel Methods Journal of Machine Learning Research 3 1439-1461.
pdf

Beiträge zu Tagungsbänden (21):

Weston J, Collobert R, Sinz F, Bottou L und Vapnik V (Juni-2006) Inference with the Universum, 23rd International Conference on Machine Learning (ICML 2006), ACM Press, New York, NY, USA, 1009-1016.
pdf
Collobert R, Sinz F, Weston J und Bottou L (Juni-2006) Trading Convexity for Scalability, 23rd International Conference on Machine Learning (ICML 2006), ACM Press, New York, NY, USA, 201-208.
pdf
Bakir GH, Bottou L und Weston J (Juli-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.
pdf
Weston J, Schölkopf B und Bousquet O (Juni-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.
Bakir GH, Weston J und Schölkopf B (Juni-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.
pdf
Zhou D, Bousquet O, Lal TN, Weston J und Schölkopf B (Juni-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.
pdf
Eichhorn J, Tolias AS, Zien A, Kuss M, Rasmussen CE, Weston J, Logothetis NK und Schölkopf B (Juni-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.
pdf
Zhou D, Weston J, Gretton A, Bousquet O und Schölkopf B (Juni-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.
pdf
Weston J, Leslie C, Zhou D, Elisseeff A und Noble WS (Juni-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.
pdf
Chapelle O, Weston J und Schölkopf B (Oktober-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.
pdf
Weston J, Chapelle O, Elisseeff A, Schölkopf B und Vapnik V (Oktober-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.
pdf
Leslie C, Eskin E, Weston J und Noble WS (Oktober-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.
pdf
Chapelle O, Schölkopf B und Weston J (August-2003) Semi-Supervised Learning through Principal Directions Estimation, ICML 2003 Workshop on the Continuum from Labeled to Unlabeled Data in Machine Learning & Data Mining, 1-7.
pdf
Perez-Cruz F, Weston J, Herrmann DJL und Schölkopf B (2003) Extension of the nu-SVM range for classification In: Advances in learning theory: methods, models and applications, , NATO Advanced Study Institute on Learning Theory and Practice 2002, IOS Press, Amsterdam, 179-196, Series: NATO Science Series III: Computer and Systems Sciences ; 190.
Schölkopf B, Guyon I und Weston J (2003) Statistical Learning and Kernel Methods in Bioinformatics In: Artificial intelligence and heuristic methods in bioinformatics, , NATO Advanced Research Workshop on Artificial Intelligence and Heuristic Methods in Bioinformatics 2001, IOS Press, Amsterdam, The Netherlands, 1-21, Series: NATO Science Series III: Computer and Systems Science ; 183.
Schölkopf B, Weston J, Eskin E, Leslie C und Noble WS (August-2002) A kernel approach for learning from almost orthogonal patterns In: Machine Learning: ECML 2002, , 13th European Conference on Machine Learning, Springer, Berlin, Germany, 511-528, Series: Lecture Notes in Computer Science ; 2430.
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.
pdf
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.
pdf
Mika S, Rätsch G, Weston J, Schölkopf B, Smola AJ und Müller K-R (Juni-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.
pdf
Chapelle O, Vapnik V und Weston J (Juni-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.
pdf
Mika S, Rätsch G, Weston J, Schölkopf B und Müller K-R (August-1999) Fisher discriminant analysis with kernels In: Neural networks for signal processing IX, , 1999 IEEE Signal Processing Society Workshop, IEEE, Piscataway, NJ, USA, 41-48.

Beiträge zu Büchern (4):

Weston J, Bakir GH, Bousquet O, Mann T, Noble WS und Schölkopf B: Joint Kernel Maps, 67-83. In: Predicting Structured Data, (Ed) G. H. Bakir, MIT Press, Cambridge, MA, USA, (September-2007).
Collobert R, Sinz F, Weston J und Bottou L: Trading Convexity for Scalability, 275-299. In: Large Scale Kernel Machines, (Ed) L. Bottou, MIT Press, Cambridge, MA, USA, (September-2007).
pdf
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, (Januar-2007).
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).
pdf

Technische Berichte (11):

Weston J und Bakir GH: Fast Binary and Multi-Output Reduced Set Selection, 132, (November-2004).
ps
Weston J, Schölkopf B, Bousquet O, Mann T und Noble WS: Joint Kernel Maps, 131, Max Planck Institute for Biological Cybernetics, Tübingen, Germany, (November-2004).
pdf
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, Tübingen, Germany, (Dezember-2003).
pdf
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, (Juni-2003).
Weston J, Leslie C, Elisseeff A und Noble WS: Machine Learning approaches to protein ranking: discriminative, semi-supervised, scalable algorithms, 111, Max Planck Institute for Biological Cybernetics, Tübingen, Germany, (Juni-2003).
pdf
Zhou D, Weston J, Gretton A, Bousquet O und Schölkopf B: Ranking on Data Manifolds, 113, Max Planck Institute for Biological Cybernetics, Tübingen, Germany, (Juni-2003).
pdf
Weston J, Chapelle O, Elisseeff A, Schölkopf B und Vapnik V: Kernel Dependency Estimation, 98, Max Planck Institute for Biological Cybernetics, Tübingen, Germany, (August-2002).
pdf
Weston J, Chapelle O und Guyon I: Data cleaning algorithms with applications to micro-array experiments, BIOwulf Technologies, Savannah GA USA, (2001).
ps
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 Technologies, Savannah GA USA, (2001).
Weston J, Elisseeff A und Schölkopf B: Use of the $ell_0$-norm with linear models and kernel methods, BIOwulf Technologies, Savannah GA USA, (2001).
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).

Export als:
BibTeX, XML, pubman, Edoc, RTF
Last updated: Montag, 22.05.2017