Asymmetric-margin support vector machines for lung tissue classification.
Jimison IavindrasanaAdrien DepeursingeGilles CohenAntoine GeissbühlerHenning MüllerPublished in: IJCNN (2010)
Keyphrases
- tissue classification
- support vector
- large margin classifiers
- learning machines
- maximum margin
- multi class
- kernel function
- soft margin
- generalization bounds
- logistic regression
- cross validation
- radial basis function
- lung cancer
- binary classification
- generalization ability
- ct images
- support vector machine
- hyperplane
- feature selection
- kernel methods
- classification accuracy
- loss function
- computed tomography images
- multi class classification
- svm classifier
- support vectors
- multiple kernel learning
- learning algorithm
- linear discriminant analysis
- computed tomography
- ls svm
- decision boundary
- training examples
- generalization error
- supervised learning
- high dimensional
- feature space
- image segmentation