Active learning with uncertainty sampling for large scale activity recognition in smart homes.
Hande Özgür AlemdarT. L. M. van KasterenCem ErsoyPublished in: J. Ambient Intell. Smart Environ. (2017)
Keyphrases
- smart home
- activity recognition
- uncertainty sampling
- active learning
- cost sensitive
- transfer learning
- experimental design
- smart home environment
- random sampling
- human activities
- human activity recognition
- action recognition
- activities of daily living
- training set
- ensemble members
- smart environments
- training examples
- home environment
- ambient assisted living
- supervised learning
- misclassification costs
- daily activities
- older adults
- learning algorithm
- intelligent systems
- semi supervised
- unlabeled data
- class distribution
- probability estimates
- learning process
- intelligent agents
- labeled data
- information retrieval
- machine learning
- computer vision
- management system
- class imbalance
- home environments
- data sets