Publications of V Vapnik
All genres
Journal Article (2)
1.
Journal Article
40 (1), pp. 51 - 58 (2009)
Falsificationism and Statistical Learning Theory: Comparing the Popper and Vapnik-Chervonenkis Dimensions. Journal for General Philosophy of Science 2.
Journal Article
45 (11), pp. 2758 - 2765 (1997)
Comparing support vector machines with Gaussian kernels to radial basis function classifiers. IEEE Transactions on Signal Processing Conference Paper (11)
3.
Conference Paper
Inference with the Universum. In: ICML '06: Proceedings of the 23rd International Conference on Machine Learning, pp. 1009 - 1016 (Eds. Cohen, W.; Moore, A.). 23rd International Conference on Machine Learning (ICML 2006), Pittsburgh, PA, USA, June 25, 2006 - June 29, 2006. ACM Press, New York, NY, USA (2006)
4.
Conference Paper
Kernel Dependency Estimation. In: Advances in Neural Information Processing Systems 15, pp. 873 - 880 (Eds. Becker, S.; Thrun, S.; Obermayer, K.). Sixteenth Annual Conference on Neural Information Processing Systems (NIPS 2002), Vancouver, BC, Canada, December 09, 2002 - December 14, 2002. MIT Press, Cambridge, MA, USA (2003)
5.
Conference Paper
Feature Selection for SVMs. In: Advances in Neural Information Processing Systems 13, pp. 668 - 674 (Eds. Leen, T.; Dietterich, T.; Tresp, V.). Fourteenth Annual Neural Information Processing Systems Conference (NIPS 2000), Denver, CO, USA, November 27, 2000 - December 02, 2000. MIT Press, Cambridge, MA, USA (2001)
6.
Conference Paper
Model Selection for Support Vector Machines. In: Advances in Neural Information Processing Systems 12, pp. 230 - 236 (Eds. Solla, S.; Leen, T.; Müller, K.). Thirteenth Annual Neural Information Processing Systems Conference (NIPS 1999), Denver, CO, USA, November 29, 2000 - December 04, 2000. MIT Press, Cambridge, MA, USA (2000)
7.
Conference Paper
Schölkopf, B.; Burges, C.; Smola, A.). Eleventh Annual Conference on Neural Information Processing (NIPS 1997), Breckenridge, CO, USA, December 01, 1997 - December 06, 1997. MIT Press, Cambridge, MA, USA (1999)
Using support vector machines for time series prediction. In: Advances in kernel methods: support vector learning, pp. 243 - 253 (Eds. 8.
Conference Paper
Prior knowledge in support vector kernels. In: Advances in Neural Information Processing Systems 10, pp. 640 - 646 (Eds. Jordan, M.; Kearns, M.; Solla, S.). Eleventh Annual Conference on Neural Information Processing (NIPS 1997), Denver, CO, USA, December 01, 1997 - December 06, 1997. MIT Press, Cambridge, MA, USA (1998)
9.
Conference Paper
Support Vector methods in learning and feature extraction. In: Ninth Australian Conference on Neural Networks (ACNN 1998), pp. 72 - 78 (Eds. Downs, T.; Frean, M.; Gallagher, M.). Ninth Australian Conference on Neural Networks (ACNN 1998), Brisbane, Australia, February 11, 1998 - February 13, 1998. St. Lucia (1998)
10.
Conference Paper
Predicting time series with support vector machines. In: Artificial Neural Networks - ICANN'97: 7th International Conference Lausanne, Switzerland, October 8–10, 1997, pp. 999 - 1004 (Eds. Gerstner, W.; Germond, A.; Hasler, M.; Nicoud, J.-D.). 7th International Conference on Artificial Neural Networks (ICANN 1997), Lausanne, Switzerland, October 08, 1997 - October 10, 1997. Springer, Berlin, Germany (1997)
11.
Conference Paper
Comparison of view-based object recognition algorithms using realistic 3D models. In: Artificial Neural Networks: ICANN 96: 1996 International Conference Bochum, Germany, July 16–19, 1996, pp. 251 - 256 (Eds. von der Malsburg, C.; von Seelen, W.; Vorbrüggen, J.; Sendhoff, B.). 6th International Conference on Artificial Neural Networks (ICANN 1996), Bochum, Germany, July 16, 1996 - July 19, 1996. Springer, Berlin, Germany (1996)
12.
Conference Paper
Incorporating invariances in support vector learning machines. In: Artificial Neural Networks: ICANN 96: 1996 International Conference Bochum, Germany, July 16–19, 1996, pp. 47 - 52 (Eds. von der Malsburg, C.; von Seelen, W.; Vorbrüggen, J.; Sendhoff, B.). 6th International Conference on Artificial Neural Networks (ICANN 1996), Bochum, Germany, July 16, 1996 - July 19, 1996. Springer, Berlin, Germany (1996)
13.
Conference Paper
Extracting support data for a given task. In: First International Conference on Knowledge Discovery & Data Mining (KDD-95), pp. 252 - 257 (Eds. Fayyad, U.; Uthurusamy, R.). First International Conference on Knowledge Discovery & Data Mining (KDD 1995), Montréal, Canada, August 20, 1995 - August 21, 1995. AAAI Press, Menlo Park, CA, USA (1995)
Report (3)
14.
Report
145). Max Planck Institute for Biological Cybernetics, Tübingen, Germany (2005), 5 pp.
Popper, Falsification and the VC-dimension (Technical Report of the Max Planck Institute for Biological Cybernetics, 15.
Report
98). Max Planck Institute for Biological Cybernetics, Tübingen, Germany (2002), 10 pp.
Kernel Dependency Estimation (Technical Report of the Max Planck Institute for Biological Cybernetics, 16.
Report
A New Method for Constructing Artificial Neural Networks. AT & T, Bell Laboratories, Murray Hill, NJ, USA (1995)