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- Title
Semi-Supervised Morphosyntactic Classification of Old Icelandic.
- Authors
Urban, Kryztof; Tangherlini, Timothy R.; Vijūnas, Aurelijus; Broadwell, Peter M.
- Abstract
We present IceMorph, a semi-supervised morphosyntactic analyzer of Old Icelandic. In addition to machine-read corpora and dictionaries, it applies a small set of declension prototypes to map corpus words to dictionary entries. A web-based GUI allows expert users to modify and augment data through an online process. A machine learning module incorporates prototype data, edit-distance metrics, and expert feedback to continuously update part-of-speech and morphosyntactic classification. An advantage of the analyzer is its ability to achieve competitive classification accuracy with minimum training data.
- Subjects
OLD Norse language; MORPHOSYNTAX; CORPORA; ENCYCLOPEDIAS &; dictionaries; GRAPHICAL user interfaces; INFORMATION science
- Publication
PLoS ONE, 2014, Vol 9, Issue 7, p1
- ISSN
1932-6203
- Publication type
Article
- DOI
10.1371/journal.pone.0102366