The use of gene expression datasets in feature selection research: 20 years of inherent bias?
Bruno Iochins GrisciBruno César FeltesJoice De Faria PoloniPedro Henrique NarlochMárcio DornPublished in: WIREs Data. Mining. Knowl. Discov. (2024)
Keyphrases
- gene expression datasets
- feature selection
- gene expression data
- cancer classification
- gene selection
- microarray
- microarray data
- gene expression profiles
- gene expression analysis
- microarray datasets
- feature set
- gene expression
- experimental conditions
- high dimensionality
- cell cycle
- gene networks
- text categorization
- feature selection algorithms
- text classification
- data sets
- feature ranking
- selected features
- high throughput
- dimensionality reduction
- classification accuracy
- support vector
- machine learning
- neural network
- biological data
- unsupervised learning
- support vector machine
- data analysis
- feature extraction