SVM Multi-classification of T2D/CVD Patients Using Biomarker Features.
Sai BuddiThomas TaylorChad BorgesRandall NelsonPublished in: ICMLA (2) (2011)
Keyphrases
- svm classifier
- classification method
- feature vectors
- support vector machine svm
- support vector
- classification accuracy
- support vector machine
- svm classification
- feature extraction
- feature space
- support vector machine classifiers
- feature selection
- classification algorithm
- feature set
- spam classification
- classification models
- class labels
- input features
- classification process
- selected features
- feature values
- extracted features
- feature subset
- pattern recognition
- training set
- supervised machine learning algorithms
- classification performances
- feature reduction
- generalization ability
- feature maps
- knn
- high dimensionality
- training data
- single feature
- feature ranking
- image classification
- text classification
- kernel function
- machine learning
- histogram intersection kernel
- logistic regression
- linear svm
- tree kernels
- decision trees
- pattern classification
- improves the classification accuracy
- disease progression
- train a support vector machine
- outcome prediction
- fold cross validation
- discriminative classifiers
- decision boundary
- image features