On safari to Random Jungle: a fast implementation of Random Forests for high-dimensional data.
Daniel F. SchwarzInke R. KönigAndreas ZieglerPublished in: Bioinform. (2010)
Keyphrases
- high dimensional data
- random forests
- dimensionality reduction
- low dimensional
- randomized trees
- nearest neighbor
- random forest
- regression problems
- regression forests
- high dimensional
- decision trees
- data analysis
- subspace clustering
- data sets
- machine learning algorithms
- high dimensional spaces
- logistic regression
- dimension reduction
- ensemble methods
- manifold learning
- high dimensional datasets
- linear discriminant analysis
- data points
- clustering high dimensional data
- decision tree ensembles
- lower dimensional
- input space
- image classification
- benchmark datasets
- knn
- data streams
- face recognition
- image processing