This is a general purpose software for online multi-task learning. The online multi-task learning is mainly based on Conditional Random Fields (CRF) model and Stochastic Gradient Descent (SGD) training. The work is described in (Sun et al., TKDE 2013). [Tutorial]
Main features:
- Developed with C#
- High accuracy on the human activity recognition tasks (Sun et al., TKDE 2013)
- General purpose (it is task-independent & trainable using your own tagged corpus)
- Support SGD training & Limited-memory BFGS training
- Support various evaluation metrics, including token-accuracy, string-accuracy, & F-score