Optimization of Boosting Classifier Method for Paddy Growth Phase Classification Using Oversampling and Hyperparameter Tuning.
Nurul Izza AfkharinahElisabeth GunawanNadira Fawziyya MasnurAgustan AgustanSwasetyo YuliantoKusprasapta MutijarsaPublished in: ICEEI (2023)
Keyphrases
- classification method
- support vector machine
- classification process
- classification algorithm
- classification accuracy
- support vector machine svm
- feature set
- classification rate
- support vector
- classification scheme
- optimization method
- machine learning methods
- training samples
- training process
- ensemble classifier
- classification trees
- decision tree classifiers
- feature selection
- cross validation
- svm classifier
- pattern classification
- generalization ability
- active learning
- nearest neighbour
- feature space
- nearest neighbor classifier
- multiple classifiers
- combining classifiers
- extracted features
- model selection
- training phase
- weak classifiers
- training data
- learning algorithm