3006 search results - page 2 / 602 » Dimensionality reduction and generalization |
201
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ICML
2007
IEEE
16 years 8 months ago
2007
IEEE
In this paper we investigate the regularization property of Kernel Principal Component Analysis (KPCA), by studying its application as a preprocessing step to supervised learning ...
174
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IMR
2003
Springer
16 years 17 days ago
2003
Springer
278
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PODS
2001
ACM
16 years 7 months ago
2001
ACM
The dimensionality curse has profound e ects on the effectiveness of high-dimensional similarity indexing from the performance perspective. One of the well known techniques for im...
238
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ADMA
2008
Springer
15 years 9 months ago
2008
Springer
We investigate the effects of dimensionality reduction using different techniques and different dimensions on six two-class data sets with numerical attributes as pre-processing fo...
212
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CBMS
2005
IEEE
15 years 9 months ago
2005
IEEE
Inductive learning systems have been successfully applied in a number of medical domains. Nevertheless, the effective use of these systems requires data preprocessing before apply...