Training Document
Jump to navigation
Jump to search
A Training Document is a document record that is a Training Records.
- AKA: Training Text.
- Context:
- It can be an Annotated Document (Annotated Training Document).
- It can be a Labeled Document (Labeled Training Document).
- …
- Counter-Example(s)
- See: Document Analysis Task.
References
2002
- (Sebastiani, 2002) ⇒ Fabrizio Sebastiani. (2002). “Machine Learning in Automated Text Categorization.” In: Association of Computing Machinery Computing Surveys (CSUR), 34(1).
- … a general inductive process automatically builds a classifier by learning, from a set of preclassified documents, the characteristics of the categories.
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: This paper shows that the accuracy of learned text classifiers can be improved by augmenting a small number of labeled training documents with a large pool of unlabeled documents.