Active learning experiments for the classification of smoking tweets.
Aki HärmäAndrey PolyakovEkaterina ChernyakPublished in: AIH@IJCAI (2018)
Keyphrases
- active learning
- selective sampling
- machine learning
- supervised learning
- classification accuracy
- feature selection
- decision trees
- pattern recognition
- decision rules
- classification method
- pattern classification
- classification models
- classification scheme
- incremental learning
- batch mode active learning
- classification algorithm
- imbalanced data classification
- learning strategies
- model selection
- support vector machine
- unlabeled data
- feature vectors
- automatic classification
- training set
- classification systems
- feature space
- random selection
- sample selection
- annotation effort
- preprocessing
- learning environment