Classification, Dimensionality Reduction, and Maximally Discriminatory Visualization of a Multicentre 1H-MRS Database of Brain Tumors.
Paulo J. G. LisboaEnrique RomeroAlfredo VellidoMargarida Julià-SapéCarles ArúsPublished in: ICMLA (2008)
Keyphrases
- brain tumors
- dimensionality reduction
- database
- magnetic resonance spectroscopy
- feature extraction
- pattern recognition
- magnetic resonance images
- high dimensionality
- classification accuracy
- feature selection
- feature set
- mr images
- dimensionality reduction methods
- feature vectors
- feature space
- kernel learning
- machine learning
- data sets
- principal component analysis
- brain images
- tumor segmentation
- magnetic resonance
- data analysis
- multidimensional scaling
- pattern recognition and machine learning
- supervised dimensionality reduction