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C.J.C. Burges
Researcher at Alcatel-Lucent
Publications - 5
Citations - 2899
C.J.C. Burges is an academic researcher from Alcatel-Lucent. The author has contributed to research in topics: Support vector machine & Artificial neural network. The author has an hindex of 5, co-authored 5 publications receiving 2746 citations.
Papers
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Journal ArticleDOI
Comparing support vector machines with Gaussian kernels to radial basis function classifiers
Bernhard Schölkopf,Kah-Kay Sung,C.J.C. Burges,Federico Girosi,Partha Niyogi,Tomaso Poggio,Vladimir Vapnik +6 more
TL;DR: The results show that on the United States postal service database of handwritten digits, the SV machine achieves the highest recognition accuracy, followed by the hybrid system, and the SV approach is thus not only theoretically well-founded but also superior in a practical application.
Journal ArticleDOI
Input space versus feature space in kernel-based methods
Bernhard Schölkopf,Sebastian Mika,C.J.C. Burges,P. Knirsch,Klaus-Robert Müller,Gunnar Rätsch,Alexander J. Smola +6 more
TL;DR: The geometry of feature space is reviewed, and the connection between feature space and input space is discussed by dealing with the question of how one can, given some vector in feature space, find a preimage in input space.
Journal Article
Comparison of view { based object recognition algorithms using realistic 3D models
TL;DR: In this article, two view-based object recognition algorithms are compared: a heuristic algorithm based on oriented filters, and a support vector learning machine trained on low-resolution images of the objects.