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Speech Act Based Classification of Email Messages in Croatian Language (CROSBI ID 592594)

Prilog sa skupa u zborniku | izvorni znanstveni rad | međunarodna recenzija

Franović, Tin ; Šnajder, Jan Speech Act Based Classification of Email Messages in Croatian Language // Proceedings of the Eighth Language Technologies Conference / Erjavec, Tomaž ; Žganec Gros, Jerneja (ur.). Ljubljana, 2012. str. 69-72

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

Povezanost rada

Računarstvo

Poveznice