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CAR: Incorporating filtered citation relations for scientific article recommendation

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dc.contributor.authorLiu, H.
dc.contributor.authorYang, Z.
dc.contributor.authorLee, I.
dc.contributor.authorXu, Z.
dc.contributor.authorYu, S.
dc.contributor.authorXia, F.
dc.contributor.conference2015 IEEE International Conference on Smart City/SocialCom/SustainCom (SmartCity) (19 Dec 2015 - 21 Dec 2015 : PEOPLES R CHINA, Chengdu)
dc.contributor.editorLiu, X.
dc.contributor.editorHsu, R.
dc.contributor.editorWang, P.
dc.contributor.editorXia, F.
dc.contributor.editorWang, Y.
dc.contributor.editorDong, M.
dc.contributor.editorDeng, Y.
dc.date.issued2015
dc.description.abstractWith the rapid proliferation of information technology, researchers have access to large archives of scientific articles. This makes it more challenging to find articles of interest for researchers. Consequently, a solution to this problem, scientific article recommendation, has become a hot research topic in recent years. In this paper, we propose a novel article recommendation method called Citation-based scientific Article Recommendation (CAR). CAR combines the information of researchers' historical preferences and citation relations between articles. We take into account the fact that, not all pairwise articles with citation relations are highly relevant although researchers generally find articles of interest by searching citations. Therefore, in our proposed method, weak citation relations are first filtered out through an association mining technique using data on researchers' historical preferences. Then, these filtered citation relations are incorporated into a graph-based article ranking method for enhancing recommendation quality. Through a relevant real-world dataset, we evaluate our proposed method. Our experimental results verify that the proposed method significantly outperforms other existing baseline methods in terms of precision, recall, and F1.
dc.identifier.citationProceedings 2015 IEEE International Conference on Smart City Smartcity 2015 Held Jointly with 8th IEEE International Conference on Social Computing and Networking Socialcom 2015 5th IEEE International Conference on Sustainable Computing and Communications Sustaincom 2015 2015 International Conference on Big Data Intelligence and Computing Datacom 2015 5th International Symposium on Cloud and Service Computing Sc2 2015, 2015 / Liu, X., Hsu, R., Wang, P., Xia, F., Wang, Y., Dong, M., Deng, Y. (ed./s), pp.513-518
dc.identifier.doi10.1109/SmartCity.2015.121
dc.identifier.isbn9781509018932
dc.identifier.orcidLee, I. [0000-0002-2826-6367]
dc.identifier.urihttps://hdl.handle.net/11541.2/123739
dc.language.isoen
dc.publisherIEEE
dc.publisher.placeUS
dc.relation.fundingNational Natural Science Foundation of China 51209036
dc.rightsCopyright 2015 IEEE
dc.source.urihttps://doi.org/10.1109/smartcity.2015.121
dc.subjectarticle recommendation
dc.subjectassociation mining
dc.subjectcitation relations
dc.subjectcollaborative filtering
dc.subjectrandom walk
dc.titleCAR: Incorporating filtered citation relations for scientific article recommendation
dc.typeConference paper
pubs.publication-statusPublished
ror.mmsid9916109604601831

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