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Abstract: The support-vector network is a new learning machine for two-group classification problems. The machine conceptually implements the following idea: input vectors are non-linearly mapped to a very high-dimension feature space. In this feature space a linear decision surface is constructed. Special properties of the decision surface ensures high generalization ability of the learning machine. The idea behind the supportvector network was previously implemented for the restricted case where the... (Update)
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BibTeX entry: (Update)
C. Cortes and V. Vapnik, Support-Vector Networks, Machine Learning, 20(3):273-297, September 1995 http://citeseer.ist.psu.edu/cortes95supportvector.html More
@article{ cortes95supportvector,
author = "Corinna Cortes and Vladimir Vapnik",
title = "Support-Vector Networks",
journal = "Machine Learning",
volume = "20",
number = "3",
pages = "273-297",
year = "1995",
url = "citeseer.ist.psu.edu/cortes95supportvector.html" }
Citations (may not include all citations):1491 Learning internal representations by error propagation (context) - Rumelhart, Hinton et al. - 1987 ACM
348 Estimation of Dependences Based on Empirical Data (context) - Vapnik - 1982
306 Methods of Mathematical Physics (context) - Courant, Hilbert - 1953
255 A training algorithm for optimal margin classifiers - Boser, Guyon et al. - 1992 ACM DBLP
231 The use of multiple measurements in taxonomic problems (context) - Fisher - 1936
174 Principles of Neurodynamics (context) - Rosenblatt - 1962
103 Theoretical foundations of the potential function method in .. (context) - Aizerman, Braverman et al. - 1964
47 Handwritten digit recognition with a back-propagation networ.. - LeCun, Boser et al. - 1990 ACM DBLP
46 Learning internal representations by backpropagating errors (context) - Rumelhart, Hinton et al. - 1986
19 Comparison of classifier methods: A case study in handwritte.. (context) - Bottou, Cortes et al. - 1994
18 Center for Computational Research in Economics and Managemen.. (context) - Parker, Technical - 1985
6 Classification into two multivariate normal distributions wi.. (context) - Anderson, Bahadur - 1966
5 Une procedure d'apprentissage pour reseau a seuil assymetriq.. (context) - LeCun - 1985
3 Neural-network and k-nearest-neighbor classifiers (context) - Bromley, Sackinger - 1991
The graph only includes citing articles where the year of publication is known.
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