Prediction of human breast and colon cancers from imbalanced data using nearest neighbor and support vector machines.
Abdul MajidSafdar AliMubashar IqbalNabeela KausarPublished in: Comput. Methods Programs Biomed. (2014)
Keyphrases
- imbalanced data
- nearest neighbor
- support vector
- support vector machine
- prediction accuracy
- feature selection
- learning machines
- svm classifier
- ensemble methods
- cancer treatment
- knn
- linear regression
- k nearest neighbor
- decision boundary
- class distribution
- high dimensional
- training set
- generalization ability
- ensemble classifier
- breast cancer
- classification accuracy
- decision trees
- support vector machine svm
- high dimensional data
- training examples
- sampling methods
- data points
- loss function
- random forest
- ensemble learning
- support vectors
- text classification
- least squares
- neural network