Breast cancer prediction from microRNA profiling using random subspace ensemble of LDA classifiers via Bayesian optimization.
Sudhir Kumar SharmaK. VijayakumarVinod Jagannath KadamSheldon WilliamsonPublished in: Multim. Tools Appl. (2022)
Keyphrases
- random subspace
- breast cancer
- subspace methods
- random forest
- classifier fusion
- ensemble methods
- prediction accuracy
- random sampling
- ensemble learning
- majority voting
- ensemble classifier
- nearest neighbor classifiers
- linear discriminant analysis
- classifier ensemble
- random forests
- logistic regression
- base classifiers
- face recognition
- individual classifiers
- feature subspace
- decision trees
- feature set
- multiple classifier systems
- fusion scheme
- fusion methods
- benchmark datasets
- active learning
- base learners
- cross validation
- svm classifier
- sample size
- principal component analysis
- knn
- learning algorithm
- support vector
- nearest neighbor classifier