Accelerating high-dimensional clustering with lossless data reduction.
Bahjat F. QaqishJonathon J. O'BrienJonathan C. HibbardKatie J. ClowersPublished in: Bioinform. (2017)
Keyphrases
- data reduction
- high dimensionality
- high dimensional
- data compression
- dimensionality reduction
- clustering algorithm
- data analysis
- high dimensional data
- feature selection
- knowledge discovery
- classification rules
- low dimensional
- feature space
- instance selection
- data points
- rough set theory
- data mining
- classification accuracy
- preprocessing
- representative subset
- singular value decomposition
- image compression
- model selection
- least squares
- pattern recognition
- support vector machine
- text mining
- active learning
- multiresolution
- training set
- image processing
- machine learning