Statistical analysis of mammographic features and its classification using support vector machine.
M. Muthu Rama KrishnanShuvo BanerjeeChinmay ChakrabortyChandan ChakrabortyAjoy Kumar RayPublished in: Expert Syst. Appl. (2010)
Keyphrases
- support vector machine
- svm classifier
- statistical analysis
- feature vectors
- classification method
- classification accuracy
- feature space
- feature extraction
- svm classification
- feature set
- classification process
- extracted features
- support vector machine svm
- feature selection
- support vector
- feature reduction
- support vector machine classifier
- support vector machine classifiers
- class labels
- image classification
- feature analysis
- training set
- high classification accuracy
- multi class
- classification models
- feature values
- classification algorithm
- machine learning
- histogram intersection kernel
- input features
- decision forest
- breast cancer
- false positives
- benchmark datasets
- multi class support vector machines
- training samples
- knn
- classification performances
- extracting features
- textural features
- k nearest neighbor
- text classification
- image features
- training data
- principal component analysis
- tree kernels
- reduced set
- kernel function
- ensemble classifier