Bagging the Best: A Hybrid SVM-KNN Ensemble for Accurate and Early Detection of Alzheimer's and Parkinson's Diseases.
Noushath ShaffiViswan VimbiMufti MahmudKarthikeyan SubramanianFaizal HajamohideenPublished in: BI (2023)
Keyphrases
- knn
- early detection
- majority voting
- k nearest neighbor
- voting methods
- early diagnosis
- ensemble methods
- support vector machine svm
- ensemble learning
- nearest neighbor
- bootstrap sampling
- text categorization
- neural network
- random forest
- breast cancer
- k nearest neighbour
- base classifiers
- automatic diagnosis
- diabetic retinopathy
- distance function
- imbalanced data
- classification algorithm
- feature selection
- similarity search
- ensemble classifier
- classifier ensemble
- generalization ability
- random forests
- support vector machine
- classification method
- skin cancer
- ensemble members
- training set
- lung cancer
- knn algorithm
- learning algorithm
- computer aided diagnosis
- decision trees
- computer aided
- benchmark datasets
- prediction accuracy
- text classification
- multi class
- support vector
- binary classification
- machine learning methods
- naive bayes