Unlabeled Training Dataset
(Redirected from Unlabeled Training Record Set)
Jump to navigation
Jump to search
An Unlabeled Training Dataset is a training dataset with Unlabeled Training Records.
- Example(s):
- an Unannotated Corpus.
- …
- Counter-Example(s):
- See: Semi-Supervised Learning Algorithm.
References
2000
- (Nigam et al., 2000) ⇒ Kamal Nigam, Andrew McCallum, Sebastian Thrun, and Tom M. Mitchell. (2000). “Text Classification from Labeled and Unlabeled Documents Using EM.” In: Machine Learning, 39(2/3). doi:10.1023/A:1007692713085
- QUOTE: ... over the large set of unlabeled training data can provide useful information to construct a more accurate classifier that considers ...
We now proceed to the main topic of this paper: how unlabeled data It can be used to improve a text classifier.
In this section, we provide empirical evidence that combining labeled and unlabeled training documents using EM outperforms traditional naive Bayes, which trains on labeled documents alone. ...
- QUOTE: ... over the large set of unlabeled training data can provide useful information to construct a more accurate classifier that considers ...