Training Document

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)
  • a Testing Document.
• See: Document Analysis Task.

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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.

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