How to Avoid Unwanted Pregnancies: Domain Adaptation using Neural Network Models

@inproceedings{Joty2015HowTA,
  title={How to Avoid Unwanted Pregnancies: Domain Adaptation using Neural Network Models},
  author={Shafiq R. Joty and Hassan Sajjad and Nadir Durrani and Kamla Al-Mannai and Ahmed Abdelali and Stephan Vogel},
  booktitle={EMNLP},
  year={2015}
}
We present novel models for domain adaptation based on the neural network joint model (NNJM). Our models maximize the cross entropy by regularizing the loss function with respect to in-domain model. Domain adaptation is carried out by assigning higher weight to out-domain sequences that are similar to the in-domain data. In our alternative model we take a… CONTINUE READING