A Comparison of SVM and GMM-Based Classifier Configurations for Diagnostic Classification of Pulmonary Sounds.
Ipek SenMurat SaraclarYasemin P. KahyaPublished in: IEEE Trans. Biomed. Eng. (2015)
Keyphrases
- svm classifier
- support vector
- support vector machine
- classification method
- support vector machine svm
- classification algorithm
- feature vectors
- feature space
- svm classification
- decision boundary
- high classification accuracy
- feature selection
- classification process
- classification rate
- classification scheme
- text classifiers
- rule based classifier
- fuzzy support vector machine
- binary classifiers
- class labels
- multi class
- fold cross validation
- training set
- multi class svm
- text classification
- training data
- multi class classification
- gaussian mixture model
- classification accuracy
- decision trees
- knn
- input features
- machine learning
- image classification
- binary classification problems
- kernel function
- bayes classifier
- histogram intersection kernel
- train a support vector machine
- k nearest neighbor
- decision function
- decision forest
- multiclass classification
- classification models
- generalization ability
- feature set
- linear classifiers
- support vectors
- hyperplane
- lung cancer
- binary classification
- clinically relevant
- standard svm
- pixel classification
- classifier combination
- feature extraction
- naive bayes classifier
- bayesian classifier
- pattern recognition
- classification performances
- mixture model
- supervised learning
- training samples