articleTop 1% cited
The connection between regularization operators and support vector kernels
Neural Networks · 1998 · Vol. 11(4) · pp. 637–649
Alex Smola✉(Institut für angewandte Photonik)Bernhard Schölkopf(Max Planck Society)Klaus‐Robert Müller(Max Planck Institute for Biological Cybernetics)
Neural Networks and ApplicationsImage and Signal Denoising MethodsAdvanced Numerical Analysis TechniquesRegularization (linguistics)Regularization perspectives on support vector machinesMathematicsSupport vector machineApplied mathematicsPure mathematicsAlgebra over a fieldArtificial intelligenceComputer scienceMathematical analysis
Funding
- Deutsche Forschungsgemeinschaft
- Studienstiftung des Deutschen Volkes
Citations
622
FWCI
27.69
field-weighted impact
References
47
Percentile
100%
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References
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Metric spaces and positive definite functions
Transactions of the American Mathematical Society · 1938 · 698 citations
Comparing support vector machines with Gaussian kernels to radial basis function classifiers
IEEE Transactions on Signal Processing · 1997 · 1,388 citations
Metric Spaces and Completely Monotone Functions
Annals of Mathematics · 1938 · 983 citations
Support-Vector Networks
Machine Learning · 1995 · 32,108 citations
Nonlinear Component Analysis as a Kernel Eigenvalue Problem
Neural Computation · 1998 · 8,015 citations
Support-vector networks
Machine Learning · 1995 · 39,987 citations
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