Comparative visualization of ensembles using ensemble surface slicing.
Oluwafemi S. AlabiXunlei WuJonathan HarterMadhura PhadkeLifford PintoHannah PetersenSteffen A. BassMichael KeiferSharon ZhongChristopher G. HealeyRussell M. Taylor IIPublished in: Visualization and Data Analysis (2012)
Keyphrases
- ensemble methods
- ensemble learning
- ensemble selection
- neural network ensemble
- base classifiers
- ensemble members
- random forests
- classifier ensemble
- ensemble classifier
- three dimensional
- imbalanced data
- weighted voting
- decision trees
- d objects
- self organizing maps
- benchmark datasets
- data analysis
- combining classifiers
- multiple classifier systems
- ensemble feature selection
- neural network
- base learners
- tree ensembles
- visualization tool
- comparative analysis
- multi class
- data visualization
- prediction accuracy
- training set
- visualization tools
- diversity measures
- variable selection
- training data
- source code
- surface reconstruction
- random forest
- weak learners
- feature ranking
- regression problems
- information visualization