Classification of breast tissues using Moran's index and Geary's coefficient as texture signatures and SVM.
Geraldo Braz JuniorAnselmo Cardoso de PaivaAristófanes Corrêa SilvaAlexandre César Muniz de OliveiraPublished in: Comput. Biol. Medicine (2009)
Keyphrases
- support vector machine svm
- support vector
- support vector machine
- classification method
- classification algorithm
- svm classifier
- classification accuracy
- feature vectors
- feature selection
- high classification accuracy
- svm classification
- training set
- pattern recognition
- improves the classification accuracy
- machine learning
- generalization ability
- texture features
- breast tissue
- image analysis
- fuzzy support vector machine
- breast cancer diagnosis
- decision boundary
- feature extraction
- text classification
- knn
- multi class
- multi class classification
- image classification
- decision trees
- histopathological images
- feature space
- unbalanced data
- support vector machine classifiers
- supervised learning
- medical images
- cost sensitive
- class labels
- textural features
- text classifiers
- support vectors
- gene selection
- kernel function
- multi class svm
- gabor filters
- texture classification