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ICPR
2006
IEEE

Metric tree partitioning and Taylor approximation for fast support vector classification

15 years 17 days ago
Metric tree partitioning and Taylor approximation for fast support vector classification
This paper presents a method to speed up support vector classification, especially important when data is highdimensional. Unlike previous approaches which focus on less support vectors, we partition the data space into local regions, and perform approximation by linear functions. The experimental results on 31 datasets show that the performance degrades marginally, while the speedup is significant, up to three orders of magnitude.
Thang V. Pham, Arnold W. M. Smeulders
Added 09 Nov 2009
Updated 09 Nov 2009
Type Conference
Year 2006
Where ICPR
Authors Thang V. Pham, Arnold W. M. Smeulders
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