Differential gene expression detection and sample classification using penalized linear regression models.
Baolin WuPublished in: Bioinform. (2006)
Keyphrases
- gene expression
- microarray
- gene expression profiles
- gene expression data
- colon cancer
- gene expression analysis
- microarray data
- dna microarray
- linear regression models
- least squares
- high dimensionality
- machine learning
- support vector
- binding sites
- gene selection
- gene expression patterns
- cancer diagnosis
- cancer classification
- training set
- unsupervised learning
- classification accuracy
- data sets
- feature selection
- classification rules
- sample size
- benchmark datasets
- machine learning algorithms
- classification models
- support vector machine
- high throughput
- transcription factors
- model selection
- decision rules
- clustering method
- support vector machine svm