inria-00071984, version 1

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

Hichem Sahbi ¹, François Fleuret ¹

N° RR-4601 (2002)

• 1:  IMEDIA (INRIA Rocquencourt)
• 
  INRIA France

Bibliographic reference

• Type of document: Research reports
• Domain: Computer Science/Other
• Title: 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
• Full text language: English
• Report type: Research Report
• Publication date: 2002
• Keywords: SUPPORT VECTOR MACHINE / KERNEL METHODS / STATISTICAL LEARNING / OBJECT RECOGNITION
• Writing date: 2002-10
• Internal note: RR-4601

Attached file list to this document: 

• inria-00071984, version 1
• http://hal.inria.fr/inria-00071984
• oai:hal.inria.fr:inria-00071984
• From: Rapport De Recherche Inria <>
• Submitted on: Tuesday, 23 May 2006 19:25:04
• Updated on: Wednesday, 21 March 2007 10:33:00