Inference of a robust diagnostic signature in the case of Melanoma: Gene selection by information gain and Gene Ontology tree exploration.
Ioannis ValavanisKonstantinos MoutselosIlias MaglogiannisAristotelis A. ChatziioannouPublished in: BIBE (2013)
Keyphrases
- microarray
- information gain
- gene ontology
- gene selection
- biologically relevant
- microarray data
- feature selection
- gene expression
- gene sets
- high throughput
- gene expression data
- cancer classification
- decision trees
- mutual information
- high dimensionality
- microarray datasets
- text categorization
- feature ranking
- gene expression profiles
- gene expression analysis
- semantic similarity
- protein protein interactions
- biological data
- data analysis
- bayesian networks
- similarity measure
- correlation coefficient
- information theoretic
- knowledge discovery
- support vector machine svm