SVM-Prot: web-based support vector machine software for functional classification of a protein from its primary sequence.
C. Z. CaiL. Y. HanZhi Liang JiX. ChenYu Zong ChenPublished in: Nucleic Acids Res. (2003)
Keyphrases
- support vector machine
- support vector machine svm
- svm classifier
- support vector
- svm classification
- classification method
- classification algorithm
- multi class
- feature selection
- feature vectors
- generalization ability
- high classification accuracy
- decision boundary
- training set
- training data
- k nearest neighbor
- feature space
- sequence alignment
- small sample
- kernel function
- machine learning
- knn
- standard svm
- multi class svm
- classification accuracy
- soft margin
- structured output
- sequence analysis
- unbalanced data
- multiclass support vector machines
- fold cross validation
- maximum margin
- pattern recognition
- support vectors
- hyperplane
- ls svm
- support vector machine classifiers
- svm training
- feature extraction
- remote homology detection
- image classification
- protein function prediction
- radial basis function
- cost sensitive
- ensemble classifier
- decision forest
- reduced set
- multi class classification
- multiclass classification