Multiclass cancer diagnosis in microarray gene expression profile using mutual information and Support Vector Machine.
C. Devi Arockia VanithaD. DevarajM. VenkatesuluPublished in: Intell. Data Anal. (2016)
Keyphrases
- multi class
- cancer diagnosis
- mutual information
- microarray
- gene expression profiles
- support vector machine
- feature selection
- cancer classification
- gene selection
- gene expression
- gene expression data
- high throughput
- microarray data
- gene ontology
- colon cancer
- high dimensionality
- cost sensitive
- gene networks
- svm classifier
- k nearest neighbor
- support vector machine svm
- experimental conditions
- feature space
- microarray datasets
- feature vectors
- similarity measure
- training data
- machine learning
- support vector
- clustering analysis
- training set
- pairwise
- transcription factors
- knn
- information gain
- base classifiers
- fold cross validation
- classification accuracy
- text classification
- learning algorithm
- text categorization
- dimensionality reduction
- neural network