Random KNN feature selection - a fast and stable alternative to Random Forests.
Shengqiao LiE. James HarnerDonald A. AdjerohPublished in: BMC Bioinform. (2011)
Keyphrases
- knn
- random forests
- feature selection
- k nearest neighbor
- regression forests
- text categorization
- random forest
- randomized trees
- nearest neighbor
- text classification
- decision trees
- logistic regression
- feature set
- ensemble methods
- k nearest neighbour
- machine learning algorithms
- distance function
- support vector machine svm
- knn algorithm
- decision tree ensembles
- mutual information
- support vector machine
- naive bayes
- machine learning
- classification accuracy
- multi label
- neural network
- classification algorithm
- feature subset
- dimensionality reduction
- training data
- information gain
- multi task
- training set
- data sets