Semi-Supervised Morphosyntactic Classification of Old Icelandic
Identifieur interne : 000180 ( Pmc/Corpus ); précédent : 000179; suivant : 000181Semi-Supervised Morphosyntactic Classification of Old Icelandic
Auteurs : Kryztof Urban ; Timothy R. Tangherlini ; Aurelijus Vij Nas ; Peter M. BroadwellSource :
- PLoS ONE [ 1932-6203 ] ; 2014.
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.
Url:
DOI: 10.1371/journal.pone.0102366
PubMed: 25029462
PubMed Central: 4100772
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