114 search results - page 10 / 23 » Feature Subset Selection and Ranking for Data Dimensionality... |
75
Voted
PRL
1998
14 years 11 months ago
1998
A neuro-fuzzy methodology is described which involves connectionist minimization of a fuzzy feature evaluation index with unsupervised training. The concept of a ¯exible membersh...
72
Voted
CORR
2007
Springer
14 years 11 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...
114
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BMCBI
2007
14 years 11 months ago
2007
Background: Classification studies using gene expression datasets are usually based on small numbers of samples and tens of thousands of genes. The selection of those genes that a...
90
Voted
BMCBI
2008
14 years 11 months ago
2008
Background: Metabolomics, or metabonomics, refers to the quantitative analysis of all metabolites present within a biological sample and is generally carried out using NMR spectro...
85
Voted
ISDA
2009
IEEE
15 years 6 months ago
2009
IEEE
For supervised learning, feature selection algorithms attempt to maximise a given function of predictive accuracy. This function usually considers the ability of feature vectors t...