Proximity-Graph Instance-Based Learning, Support Vector Machines, and High Dimensionality: An Empirical Comparison.
Godfried T. ToussaintConstantin BerzanPublished in: MLDM (2012)
Keyphrases
- high dimensionality
- instance based learning
- proximity graph
- support vector
- feature selection
- high dimensional
- feature space
- rule induction
- high dimensional data
- dimensionality reduction
- instance selection
- microarray
- classification accuracy
- small sample size
- data reduction
- hyperplane
- support vector machine
- dimension reduction
- class imbalance
- text classification
- linear discriminant analysis
- microarray data
- data sets
- similarity search
- feature set
- multi class
- data analysis
- data structure
- feature extraction
- decision trees
- data mining