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Reports (Research Report) Year : 2002

Scale-Invariance of Support Vector Machines based on the Triangular Kernel

Abstract

This report focuses on the scale-invariance and the good performances of Support Vector Machines based on the triangular kernel. After a mathematica- l analysis of the scale-invariance of learning with that kernel, we illustrate its behavior with a simple 2D classification problem and compare its performances to those of a Gaussian kernel on face detection and handwritten character recognition
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Dates and versions

inria-00071984 , version 1 (23-05-2006)

Identifiers

  • HAL Id : inria-00071984 , version 1

Cite

Hichem Sahbi, François Fleuret. Scale-Invariance of Support Vector Machines based on the Triangular Kernel. [Research Report] RR-4601, INRIA. 2002. ⟨inria-00071984⟩
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