On safari to Random Jungle: a fast implementation of Random Forests for high-dimensional data.
Daniel F. SchwarzInke R. KönigAndreas ZieglerPublished in: Bioinform. (2011)
Keyphrases
- high dimensional data
- random forests
- random forest
- randomized trees
- dimensionality reduction
- low dimensional
- high dimensional
- regression forests
- nearest neighbor
- data sets
- decision trees
- regression problems
- subspace clustering
- ensemble methods
- machine learning algorithms
- data analysis
- high dimensional datasets
- dimension reduction
- data points
- logistic regression
- high dimensional spaces
- manifold learning
- clustering high dimensional data
- linear discriminant analysis
- principal component analysis
- input space
- subspace learning
- input data
- decision tree ensembles
- lower dimensional
- image processing
- genetic algorithm
- database