A Bagging-SVM field-road trajectory classification model based on feature enhancement.
Weixin ZhaiXiya XiongGuozhao MoYuzhen XiaoCaicong WuZhi XuJiawen PanPublished in: Comput. Electron. Agric. (2024)
Keyphrases
- support vector machine svm
- support vector
- feature vectors
- training set
- svm classification
- support vector machine
- decision trees
- svm classifier
- classification algorithm
- unbalanced data
- majority voting
- machine learning
- imbalanced data
- feature selection
- classification method
- classification accuracy
- feature ranking
- classifier ensemble
- ensemble classifier
- generalization ability
- decision tree classifiers
- ensemble methods
- knn
- input features
- feature maps
- feature space
- kernel function
- feature extraction
- improves the classification accuracy
- classification models
- feature set
- training data
- image classification
- multi class classification
- decision boundary
- single feature
- weak classifiers
- multi class svm
- feature subset
- benchmark datasets
- histogram intersection kernel
- ensemble classification
- individual classifiers
- classifier combination
- pattern recognition
- subspace methods
- image features
- fold cross validation
- ensemble learning
- model selection
- base classifiers
- k nearest neighbor
- naive bayes
- cross validation