Ensemble Learning for Short-Term Traffic Prediction Based on Gradient Boosting Machine.
Senyan YangJianping WuYiman DuYingqi HeXu ChenPublished in: J. Sensors (2017)
Keyphrases
- ensemble learning
- gradient boosting
- base learners
- learning machines
- ensemble methods
- prediction accuracy
- generalization ability
- loss function
- prediction model
- random forest
- concept drift
- base classifiers
- learning scheme
- random forests
- bp neural network
- neural network
- cost sensitive
- machine learning methods
- benchmark datasets
- knn
- prior knowledge
- data streams
- decision trees
- data mining