Eirini Papagiannopoulou and Grigorios Tsoumakas (2020), A Review of Keyphrase Extraction, Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery, 10(2), e1339

Author(s): Eirini Papagiannopoulou and Grigorios Tsoumakas

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Appeared In: Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery

Keywords: empirical comparison, evaluation, keyphrase extraction review, supervised keyphrase extraction, survey, unsupervised keyphrase extraction

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Abstract: Keyphrase extraction is a textual information processing task concerned with the automatic extraction of representative and characteristic phrases from a document that express all the key aspects of its content. Keyphrases constitute a succinct conceptual summary of a document, which is very useful in digital information management systems for semantic indexing, faceted search, document clustering and classification. This article introduces keyphrase extraction, provides a well‐structured review of the existing work, offers interesting insights on the different evaluation approaches, highlights open issues and presents a comparative experimental study of popular unsupervised techniques on five datasets.