Speech Act Based Classification of Email Messages in Croatian Language (CROSBI ID 592594)
Prilog sa skupa u zborniku | izvorni znanstveni rad | međunarodna recenzija
Podaci o odgovornosti
Franović, Tin ; Šnajder, Jan
engleski
Speech Act Based Classification of Email Messages in Croatian Language
Speech acts provide an effective way of summarizing the intended purpose of an email message. In this paper we address the task of speech act classification of email messages in Croatian language. We frame the task as a multilabel text classification problem. We perform thorough evaluation using six machine learning algorithms on message-level, paragraph- level, and sentence-level features. Using message-level features, we achieved an overall best F1 score of over 94%.
E-mail classification; speech acts; text classification; Croatian language
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Podaci o prilogu
69-72.
2012.
objavljeno
Podaci o matičnoj publikaciji
Proceedings of the Eighth Language Technologies Conference
Erjavec, Tomaž ; Žganec Gros, Jerneja
Ljubljana:
Podaci o skupu
Information Society 2012 - Eighth Language Technologies Conference
predavanje
08.10.2012-09.10.2012
Ljubljana, Slovenija