IXVC: An interactive pipeline for explaining visual clusters in dimensionality reduction visualizations with decision trees.
Adrien BibalAntoine ClarinvalBruno DumasBenoît FrénayPublished in: Array (2021)
Keyphrases
- dimensionality reduction
- decision trees
- visual representations
- data points
- parallel coordinates
- input space
- data visualization
- information visualization
- visual data mining
- high dimensional data
- data representation
- high dimensional
- feature extraction
- clustering algorithm
- decision tree induction
- semantically relevant
- pattern recognition
- low dimensional
- predictive accuracy
- fuzzy clustering
- user interaction
- visual information
- eye tracking data
- visualization tool
- visualization tools
- visual analysis
- machine learning
- visual programming
- data mining methods
- training data
- principal components
- visual interfaces
- linear discriminant analysis
- cluster analysis
- decision rules
- computer graphics
- naive bayes
- interactive visualization
- visual features
- data mining
- feature selection
- data analysis
- user interface
- feature construction
- dimensionality reduction methods
- rule induction
- data clustering
- metric learning
- hierarchical clustering