Semi-supervised morphosyntactic classification of Old Icelandic.

Semi-supervised morphosyntactic classification of Old Icelandic.

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...

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Bibliographic Details
Main Authors: Kryztof Urban, Timothy R Tangherlini, Aurelijus Vijūnas, Peter M Broadwell
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2014-01-01
Series:PLoS ONE
Online Access:http://europepmc.org/articles/PMC4100772?pdf=render
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spelling doaj-eca6e3486ec34e64a92e43ba65af4db32020-11-25T02:15:21ZengPublic Library of Science (PLoS)PLoS ONE1932-62032014-01-0197e10236610.1371/journal.pone.0102366Semi-supervised morphosyntactic classification of Old Icelandic.Kryztof UrbanTimothy R TangherliniAurelijus VijūnasPeter M BroadwellWe 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.http://europepmc.org/articles/PMC4100772?pdf=render
collection DOAJ
language English
format Article
sources DOAJ
author Kryztof Urban
Timothy R Tangherlini
Aurelijus Vijūnas
Peter M Broadwell
spellingShingle Kryztof Urban
Timothy R Tangherlini
Aurelijus Vijūnas
Peter M Broadwell
Semi-supervised morphosyntactic classification of Old Icelandic.
PLoS ONE
author_facet Kryztof Urban
Timothy R Tangherlini
Aurelijus Vijūnas
Peter M Broadwell
author_sort Kryztof Urban
title Semi-supervised morphosyntactic classification of Old Icelandic.
title_short Semi-supervised morphosyntactic classification of Old Icelandic.
title_full Semi-supervised morphosyntactic classification of Old Icelandic.
title_fullStr Semi-supervised morphosyntactic classification of Old Icelandic.
title_full_unstemmed Semi-supervised morphosyntactic classification of Old Icelandic.
title_sort semi-supervised morphosyntactic classification of old icelandic.
publisher Public Library of Science (PLoS)
series PLoS ONE
issn 1932-6203
publishDate 2014-01-01
description 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 http://europepmc.org/articles/PMC4100772?pdf=render
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AT timothyrtangherlini semisupervisedmorphosyntacticclassificationofoldicelandic
AT aurelijusvijunas semisupervisedmorphosyntacticclassificationofoldicelandic
AT petermbroadwell semisupervisedmorphosyntacticclassificationofoldicelandic
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