Understanding the classification of tumors with a support-vector-machine: A case-based explanation scheme.
Falk SchubertJasmin MüllerBjörn FritzPeter LichterRoland EilsPublished in: German Conference on Bioinformatics (2003)
Keyphrases
- support vector machine
- classification scheme
- classification method
- svm classifier
- classification algorithm
- support vector
- support vector machine svm
- feature selection
- multi class
- training set
- feature vectors
- high classification accuracy
- machine learning
- decision boundary
- svm classification
- pattern recognition
- feature space
- generalization ability
- classification accuracy
- automatic classification
- benchmark datasets
- class labels
- decision trees
- classification process
- binary decision tree
- neural network
- pattern classification
- text classification
- image classification
- case based reasoning
- training data
- hyperplane
- classification models
- machine learning algorithms
- training samples
- small sample
- preprocessing
- structured output
- soft margin
- multi class svm
- data sets