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» Minimal Kernel Classifiers

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ISNN
2005
Springer

145views Neural Networks» more ISNN 2005»

Anomaly Internet Network Traffic Detection by Kernel Principle Component Classifier

15 years 5 months ago

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As a crucial issue in computer network security, anomaly detection is receiving more and more attention from both application and theoretical point of view. In this paper, a novel ...

Hanghang Tong, Chongrong Li, Jingrui He, Jiajian C...

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CIARP
2005
Springer

73views Pattern Recognition» more CIARP 2005»

The Use of Bayesian Framework for Kernel Selection in Vector Machines Classifiers

15 years 5 months ago

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Dmitry Kropotov, Nikita Ptashko, Dmitry Vetrov

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108

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ICANN
2007
Springer

103views Neural Networks» more ICANN 2007»

Resilient Approximation of Kernel Classifiers

15 years 3 months ago

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Abstract. Trained support vector machines (SVMs) have a slow runtime classification speed if the classification problem is noisy and the sample data set is large. Approximating the...

Thorsten Suttorp, Christian Igel

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ALT
2000
Springer

88views Machine Learning» more ALT 2000»

A Note on the Generalization Performance of Kernel Classifiers with Margin

15 years 3 months ago

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Theodoros Evgeniou, Massimiliano Pontil

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