294 search results - page 1 / 59 » Optimized fixed-size kernel models for large data sets |
CSDA
2010
13 years 8 months ago
2010
A modified active subset selection method based on quadratic R
JMLR
2008
13 years 11 months ago
2008
We propose a highly efficient framework for penalized likelihood kernel methods applied to multiclass models with a large, structured set of classes. As opposed to many previous a...
TIP
2010
13 years 9 months ago
2010
Abstract—This study investigates level set multiphase image segmentation by kernel mapping and piecewise constant modeling of the image data thereof. A kernel function maps impli...
PKDD
2010
Springer
13 years 9 months ago
2010
Springer
Abstract. In this paper, we present an extensive study of the cuttingplane algorithm (CPA) applied to structural kernels for advanced text classification on large datasets. In par...
KDD
2004
ACM
14 years 11 months ago
2004
ACM
We devise a boosting approach to classification and regression based on column generation using a mixture of kernels. Traditional kernel methods construct models based on a single...