GeneSrF and varSelRF: a web-based tool and R package for gene selection and classification using random forest.
Ramón Díaz-UriartePublished in: BMC Bioinform. (2007)
Keyphrases
- cancer classification
- random forest
- gene selection
- cancer diagnosis
- decision trees
- random forests
- feature set
- feature ranking
- microarray data
- gene expression data
- microarray
- fold cross validation
- ensemble methods
- ovarian cancer
- gene expression profiles
- feature selection
- multi label
- pattern recognition
- tumor classification
- ensemble classifier
- dna microarray
- dna microarray data
- base classifiers
- gene expression
- benchmark datasets
- ensemble learning
- decision tree learning algorithms
- microarray datasets
- classification models
- machine learning algorithms
- support vector machine svm
- image classification
- multi class
- feature vectors
- data analysis
- object recognition