1120 search results - page 162 / 224 » Visualization of Support Vector Machines with Unsupervised L... |
113
Voted
ICML
2007
IEEE
16 years 3 months ago
2007
IEEE
We address feature selection problems for classification of small samples and high dimensionality. A practical example is microarray-based cancer classification problems, where sa...
116
Voted
ICML
2008
IEEE
16 years 3 months ago
2008
IEEE
The success of kernel methods including support vector machines (SVMs) strongly depends on the design of appropriate kernels. While initially kernels were designed in order to han...
138
Voted
ICML
2008
IEEE
16 years 3 months ago
2008
IEEE
Most existing sparse Gaussian process (g.p.) models seek computational advantages by basing their computations on a set of m basis functions that are the covariance function of th...
102
Voted
ICML
2006
IEEE
16 years 3 months ago
2006
IEEE
We study hierarchical classification in the general case when an instance could belong to more than one class node in the underlying taxonomy. Experiments done in previous work sh...
132
Voted
ICML
2004
IEEE
16 years 3 months ago
2004
IEEE
Text categorization algorithms usually represent documents as bags of words and consequently have to deal with huge numbers of features. Most previous studies found that the major...