Effect of SMOTE for Sleep Stages Classification Using Decision Tree, K-Nearest Neighbor and Random Forest.
Zendi Zakaria Raga PermanaRizky Indah SariNurfadilah Sari FebrianiAgung Wahyu SetiawanPublished in: ICEEI (2023)
Keyphrases
- random forest
- decision trees
- k nearest neighbor
- knn
- feature reduction
- classification method
- classification algorithm
- random forests
- nearest neighbor
- feature set
- imbalanced data
- support vector machine
- support vector machine svm
- knn classifier
- decision tree learning algorithms
- ensemble methods
- text classification
- k nearest neighbour
- knn algorithm
- imbalanced datasets
- naive bayes
- text categorization
- machine learning
- nearest neighbour
- classification models
- training set
- logistic regression
- ensemble classifier
- training data
- multi label
- feature selection
- majority voting
- machine learning algorithms
- nearest neighbor classification
- neural network
- nearest neighbor rule
- decision tree learning algorithm
- ensemble learning
- classification accuracy
- kernel function
- rotation forest
- eeg signals
- base classifiers
- pattern classification
- machine learning methods
- active learning
- information retrieval
- svm classifier
- multi class
- training samples
- principal component analysis