Classification of Brain Tumor MRIs Using a Kernel Support Vector Machine.
Mahmoud Khaled Abd-EllahAli Ismail AwadAshraf A. M. KhalafHesham F. A. HamedPublished in: WIS (2016)
Keyphrases
- support vector machine
- support vector
- brain tumors
- kernel function
- magnetic resonance images
- svm classification
- kernel methods
- svm classifier
- feature vectors
- feature space
- support vector machine svm
- feature selection
- multi class
- mr images
- classification accuracy
- decision boundary
- classification method
- image classification
- classification algorithm
- medical image analysis
- training set
- kernel machines
- machine learning
- histogram intersection kernel
- multiple kernel learning
- pattern recognition
- training data
- high classification accuracy
- magnetic resonance
- deformable registration
- tumor segmentation
- training samples
- soft margin
- kernel principal component analysis
- decision function
- mri images
- medical images
- low grade gliomas