Clustering-based Active Learning on Sensor Type Classification in Buildings.
Dezhi HongHongning WangKamin WhitehousePublished in: CIKM (2015)
Keyphrases
- active learning
- classification accuracy
- selective sampling
- pattern recognition
- support vector machine svm
- machine learning
- decision trees
- feature vectors
- support vector machine
- classification scheme
- feature extraction
- classification method
- supervised learning
- image classification
- automatic classification
- decision rules
- training set
- incremental learning
- batch mode active learning
- classification algorithm
- machine learning methods
- classification systems
- annotation effort
- real time
- sensor data
- learning strategies
- text classification
- sensor networks
- support vector
- class labels
- training samples
- cost sensitive
- random sampling
- model selection
- sample selection
- rare class
- labeling effort
- training data
- neural network