-
Xie, H.; Li, X.; Wang, T.; Lau, R.Y.K.; Wong, T.-L.; Chen, L.; Wang, F.L.; Li, Q.: Incorporating sentiment into tag-based user profiles and resource profiles for personalized search in folksonomy (2016)
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- Abstract
- In recent years, there has been a rapid growth of user-generated data in collaborative tagging (a.k.a. folksonomy-based) systems due to the prevailing of Web 2.0 communities. To effectively assist users to find their desired resources, it is critical to understand user behaviors and preferences. Tag-based profile techniques, which model users and resources by a vector of relevant tags, are widely employed in folksonomy-based systems. This is mainly because that personalized search and recommendations can be facilitated by measuring relevance between user profiles and resource profiles. However, conventional measurements neglect the sentiment aspect of user-generated tags. In fact, tags can be very emotional and subjective, as users usually express their perceptions and feelings about the resources by tags. Therefore, it is necessary to take sentiment relevance into account into measurements. In this paper, we present a novel generic framework SenticRank to incorporate various sentiment information to various sentiment-based information for personalized search by user profiles and resource profiles. In this framework, content-based sentiment ranking and collaborative sentiment ranking methods are proposed to obtain sentiment-based personalized ranking. To the best of our knowledge, this is the first work of integrating sentiment information to address the problem of the personalized tag-based search in collaborative tagging systems. Moreover, we compare the proposed sentiment-based personalized search with baselines in the experiments, the results of which have verified the effectiveness of the proposed framework. In addition, we study the influences by popular sentiment dictionaries, and SenticNet is the most prominent knowledge base to boost the performance of personalized search in folksonomy.
-
Laffal, J.: ¬A concept analysis of Jonathan Swift's 'Tale of a tub' and 'Gulliver's travels' (1995)
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- Date
- 8. 3.1997 10:05:29
- Source
- Computers and the humanities. 29(1995) no.5, S.339-361
-
Martindale, C.; McKenzie, D.: On the utility of content analysis in author attribution : 'The federalist' (1995)
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- Date
- 8. 3.1997 10:05:29
- Source
- Computers and the humanities. 29(1995) no.4, S.259-270
-
Gardin, J.C.: Document analysis and linguistic theory (1973)
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- Source
- Journal of documentation. 29(1973) no.2, S.137-168
-
Pejtersen, A.M.: Design of a classification scheme for fiction based on an analysis of actual user-librarian communication, and use of the scheme for control of librarians' search strategies (1980)
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- Date
- 5. 8.2006 13:22:44
-
Beghtol, C.: Toward a theory of fiction analysis for information storage and retrieval (1992)
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- Date
- 5. 8.2006 13:22:08
-
Raieli, R.: ¬The semantic hole : enthusiasm and caution around multimedia information retrieval (2012)
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- Date
- 22. 1.2012 13:02:10
- Source
- Knowledge organization. 39(2012) no.1, S.13-22
-
Hjoerland, B.: Towards a theory of aboutness, subject, topicality, theme, domain, field, content ... and relevance (2001)
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- Date
- 29. 9.2001 14:03:14
-
Chen, H.: ¬An analysis of image queries in the field of art history (2001)
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- Abstract
- Chen arranged with an Art History instructor to require 20 medieval art images in papers received from 29 students. Participants completed a self administered presearch and postsearch questionnaire, and were interviewed after questionnaire analysis, in order to collect both the keywords and phrases they planned to use, and those actually used. Three MLIS student reviewers then mapped the queries to Enser and McGregor's four categories, Jorgensen's 12 classes, and Fidel's 12 feature data and object poles providing a degree of match on a seven point scale (one not at all to 7 exact). The reviewers give highest scores to Enser and McGregor;'s categories. Modifications to both the Enser and McGregor and Jorgensen schemes are suggested
-
Marshall, L.: Specific and generic subject headings : increasing subject access to library materials (2003)
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- Date
- 30. 7.2006 14:29:04
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Shatford, S.: Analyzing the subject of a picture : a theoretical approach (1986)
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- Date
- 7. 1.2007 13:00:29
-
Greisdorf, H.; O'Connor, B.: Modelling what users see when they look at images : a cognitive viewpoint (2002)
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- Source
- Journal of documentation. 58(2002) no.1, S.6-29
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Caldera-Serrano, J.: Thematic description of audio-visual information on television (2010)
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- Date
- 29. 8.2010 12:40:35
-
Weimer, K.H.: ¬The nexus of subject analysis and bibliographic description : the case of multipart videos (1996)
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- Cataloging and classification quarterly. 22(1996) no.2, S.5-18
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Chen, S.-J.; Lee, H.-L.: Art images and mental associations : a preliminary exploration (2014)
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- Knowledge organization in the 21st century: between historical patterns and future prospects. Proceedings of the Thirteenth International ISKO Conference 19-22 May 2014, Kraków, Poland. Ed.: Wieslaw Babik
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White, M.D.; Marsh, E.E.: Content analysis : a flexible methodology (2006)
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- Library trends. 55(2006) no.1, S.22-45
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Garcia Jiménez, A.; Valle Gastaminza, F. del: From thesauri to ontologies: a case study in a digital visual context (2004)
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- Date
- 29. 8.2004 16:20:55
-
Hoover, L.: ¬A beginners' guide for subject analysis of theses and dissertations in the hard sciences (2005)
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- Date
- 29. 9.2008 19:08:38
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Jens-Erik Mai, J.-E.: ¬The role of documents, domains and decisions in indexing (2004)
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- Date
- 29. 8.2004 15:13:08
