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From Genre Classification to Aspect Extraction: New Annotation Schemas for Book Reviews
In: 2018 IEEE/WIC/ACM International Conference on Web Intelligence (WI 2018) ; https://hal.archives-ouvertes.fr/hal-02152592 ; 2018 IEEE/WIC/ACM International Conference on Web Intelligence (WI 2018), Dec 2018, Santiago, Chile. pp.428-433, ⟨10.1109/WI.2018.00-57⟩ ; https://webintelligence2018.com/ (2018)
Abstract: International audience ; In this paper, new schemas for feature categorization in different kinds of reviews, in the domain of books, are presented, so aspect extraction techniques could be later applied. We deal here with two types of reviews: formal reviews about scholarly books, written by experts, and informal ones about fiction books, written by readers which are not necessarily highly qualified. Our final goal is to extract the most relevant aspects or features to which any opinion is expressed in these reviews, along with the sentiment associated, for later integrating it to book recommender systems, improving the quality of the recommendations. Throughout this paper, the need for different annotation schemas is proved, by developing a new review classification system, as well as making an analysis at lexical and semantic levels on both kinds of reviews, for finally concluding with the presentation of the new categorization schemas.
Keyword: [INFO.INFO-IR]Computer Science [cs]/Information Retrieval [cs.IR]; [INFO.INFO-SI]Computer Science [cs]/Social and Information Networks [cs.SI]; [INFO.INFO-TT]Computer Science [cs]/Document and Text Processing; [INFO.INFO-WB]Computer Science [cs]/Web; aspect extraction; book reviews; category detection; digital humanities; recommender systems; sentiment analysis
URL: https://hal.archives-ouvertes.fr/hal-02152592/document
https://hal.archives-ouvertes.fr/hal-02152592
https://doi.org/10.1109/WI.2018.00-57
https://hal.archives-ouvertes.fr/hal-02152592/file/conference_041818.pdf
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2
Adquisición y representación del conocimiento mediante procesamiento del lenguaje natural
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From knowledge acquisition to information retrieval ; De la adquisición del conocimiento a la recuperación de información
Fernández Gavilanes, Milagros; Carrera Carrera, Sara; Vilares Ferro, Manuel. - : Sociedad Española para el Procesamiento del Lenguaje Natural, 2008
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