Multi Task Learning

Multi Task Learning

Online Multi-Task Learning Toolkit (OMT) v1.0

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

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C Sharp