TY - GEN
T1 - Automatic extraction and prediction of word order errors from language learning SNS
AU - Flanagan, Brendan
AU - Hirokawa, Sachio
PY - 2016/8/31
Y1 - 2016/8/31
N2 - Recent research into writing tools to support foreign language learners of English has focused on prevalent errors in learner writing, while other errors, such as word order errors, have received little attention. As the word order of some languages are similar, there are also large differences between languages which can affect foreign language learning. In this paper, we automatically extract corrected sentences that contain word order errors samples from a language learning SNS to create a word order error corpus for machine learning. This corpus is then analyzed to train and evaluate the effectiveness of SVM classifiers to automatically classify word order errors in learner writing.
AB - Recent research into writing tools to support foreign language learners of English has focused on prevalent errors in learner writing, while other errors, such as word order errors, have received little attention. As the word order of some languages are similar, there are also large differences between languages which can affect foreign language learning. In this paper, we automatically extract corrected sentences that contain word order errors samples from a language learning SNS to create a word order error corpus for machine learning. This corpus is then analyzed to train and evaluate the effectiveness of SVM classifiers to automatically classify word order errors in learner writing.
UR - http://www.scopus.com/inward/record.url?scp=84988878472&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=84988878472&partnerID=8YFLogxK
U2 - 10.1109/IIAI-AAI.2016.59
DO - 10.1109/IIAI-AAI.2016.59
M3 - Conference contribution
AN - SCOPUS:84988878472
T3 - Proceedings - 2016 5th IIAI International Congress on Advanced Applied Informatics, IIAI-AAI 2016
SP - 292
EP - 295
BT - Proceedings - 2016 5th IIAI International Congress on Advanced Applied Informatics, IIAI-AAI 2016
A2 - Hiramatsu, Ayako
A2 - Matsuo, Tokuro
A2 - Kanzaki, Akimitsu
A2 - Komoda, Norihisa
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 5th IIAI International Congress on Advanced Applied Informatics, IIAI-AAI 2016
Y2 - 10 July 2016 through 14 July 2016
ER -