Event Classification Using Adaptive Cluster-Based Ensemble Learning of Streaming Sensor Data.
Ahmad ShahiBrendon J. WoodfordJeremiah D. DengPublished in: Australasian Conference on Artificial Intelligence (2015)
Keyphrases
- sensor data
- ensemble learning
- generalization ability
- data streams
- ensemble classifier
- sensor networks
- sensor measurements
- weak learners
- concept drift
- ensemble methods
- machine learning
- text classification
- classification accuracy
- decision trees
- support vector machine
- supervised learning
- feature selection
- classification algorithm
- stream data
- pattern recognition
- human activities
- data sets
- support vector
- feature space
- feature vectors
- svm classifier
- active learning
- image classification
- training set
- machine learning methods
- benchmark datasets
- low cost sensors