253 search results - page 1 / 51 » Searching optimal feature subset using mutual information |
ESANN
2003
13 years 6 months ago
2003
A novel feature selection methodology is proposed with the concept of mutual information. The proposed methodology effectively circumvents two major problems in feature selection ...
PKDD
2007
Springer
13 years 11 months ago
2007
Springer
A relevance filter is proposed which removes features based on the mutual information between class labels and features. It is proven that both feature independence and class condi...
ICIAR
2004
Springer
13 years 10 months ago
2004
Springer
We present an information theoretic approach for learning a linear dimension reduction transform for object classification. The theoretic guidance of the approach is that the trans...
FSKD
2005
Springer
13 years 11 months ago
2005
Springer
Abstract. In the artificial neural networks (ANNs), feature selection is a wellresearched problem, which can improve the network performance and speed up the training of the networ...
CORR
2007
Springer
13 years 5 months ago
2007
Springer
Combining the mutual information criterion with a forward feature selection strategy offers a good trade-off between optimality of the selected feature subset and computation time...