Oral cancer prognosis based on clinicopathologic and genomic markers using a hybrid of feature selection and machine learning methods.
Siow-Wee ChangSameem Abdul KareemAmir F. MericanRosnah ZainPublished in: BMC Bioinform. (2013)
Keyphrases
- machine learning methods
- feature selection
- machine learning
- gene selection
- cell lines
- breast cancer
- machine learning algorithms
- cancer classification
- machine learning approaches
- ensemble methods
- mutual information
- text categorization
- high throughput
- copy number
- statistical methods
- feature selection algorithms
- model selection
- cancer diagnosis
- dna microarray
- early detection
- gene expression data sets
- outcome prediction
- feature space
- feature subset
- learning algorithm
- support vector
- microarray
- feature set
- sequence data
- high dimensionality
- human genome
- learned knowledge
- feature extraction
- gene expression
- dimensionality reduction
- support vector machine
- data sets