Semi-Supervised Morphosyntactic Classification of Old Icelandic

Kryztof Urban, Timothy R Tangherlini, Aurelijus Vijūnas and Peter M Broadwell

PLOS ONE, 2014, vol. 9, issue 7, 1-8

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.

Date: 2014
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Persistent link: https://EconPapers.repec.org/RePEc:plo:pone00:0102366

DOI: 10.1371/journal.pone.0102366

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