Feature Augmentation

The accuracy of current word sense disam- biguation (WSD) systems is affected by the fine-grained sense inventory of WordNet as well as a lack of training examples. Using the WSD …...

We propose a domain adaptation framework, and formally prove that it generalizes the fea- ture augmentation technique in (Daum´e III, 2007) and the multi-task regularization frame- work in (Evgeniou and …...

AbstractDomain adaptation is a major challenge when applying machine translation to practical tasks. In this paper, we present domain adaptation methods for machine translation that assume multiple domains. The proposed …...

AbstractInsufficient or even unavailable training data of emerging classes is a big challenge of many classification tasks, including text classification. Recognising text documents of classes that have never been seen …...