Peer-based relay scheme of collaborative filtering for research literature

Youliang Zhong; Weiliang Zhao; Jian Yang; Lai Xu

doi:10.1007/978-3-642-25109-2_21

Peer-based relay scheme of collaborative filtering for research literature

Youliang Zhong^*, Weiliang Zhao, Jian Yang, Lai Xu

^*Corresponding author for this work

Research output: Chapter in Book/Report/Conference proceeding › Conference proceeding contribution › peer-review

1 Citation (Scopus)

Abstract

Much work has been done in both industry and academia on filtering for research literature, however most existing studies have their limitations in coping with the inherent characteristics of research literature search, i.e., most articles attract very few readers among all the researchers, and the recommendations are often circulated through members of particular communities. In this paper we propose a peer-based relay scheme of collaborative filtering for, but not limited to research literature. In the scheme, a recommendation request is relayed through a social structure dynamically formed by co-peers with common interests, and the recommendation results are adjusted and propagated by the co-peers. A hybrid filtering approach is deployed in the scheme.

Original language	English
Title of host publication	On the Move to Meaningful Internet Systems, OTM 2011 - Confederated International Conferences: CoopIS, DOA-SVI, and ODBASE 2011, Proceedings, Part 1
Editors	Robert Meersman
Place of Publication	Heidelberg
Publisher	Springer, Springer Nature
Pages	321-328
Number of pages	8
Volume	7044
ISBN (Print)	9783642251085
DOIs	https://doi.org/10.1007/978-3-642-25109-2_21
Publication status	Published - 2011
Event	10th Confederated International Conferences on On the Move to Meaningful Internet Systems, OTM 2011: CoopIS, DOA-SVI, and ODBASE 2011 - Hersonissos, Crete, Greece Duration: 17 Oct 2011 → 21 Oct 2011

Publication series

Name	Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Number	PART 1
Volume	7044 LNCS
ISSN (Print)	03029743
ISSN (Electronic)	16113349

Other

Other	10th Confederated International Conferences on On the Move to Meaningful Internet Systems, OTM 2011: CoopIS, DOA-SVI, and ODBASE 2011
Country/Territory	Greece
City	Hersonissos, Crete
Period	17/10/11 → 21/10/11

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10.1007/978-3-642-25109-2_21

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Zhong, Y., Zhao, W., Yang, J., & Xu, L. (2011). Peer-based relay scheme of collaborative filtering for research literature. In R. Meersman (Ed.), On the Move to Meaningful Internet Systems, OTM 2011 - Confederated International Conferences: CoopIS, DOA-SVI, and ODBASE 2011, Proceedings, Part 1 (Vol. 7044, pp. 321-328). (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 7044 LNCS, No. PART 1). Springer, Springer Nature. https://doi.org/10.1007/978-3-642-25109-2_21

Zhong, Youliang ; Zhao, Weiliang ; Yang, Jian et al. / Peer-based relay scheme of collaborative filtering for research literature. On the Move to Meaningful Internet Systems, OTM 2011 - Confederated International Conferences: CoopIS, DOA-SVI, and ODBASE 2011, Proceedings, Part 1. editor / Robert Meersman. Vol. 7044 Heidelberg : Springer, Springer Nature, 2011. pp. 321-328 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); PART 1).

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title = "Peer-based relay scheme of collaborative filtering for research literature",

abstract = "Much work has been done in both industry and academia on filtering for research literature, however most existing studies have their limitations in coping with the inherent characteristics of research literature search, i.e., most articles attract very few readers among all the researchers, and the recommendations are often circulated through members of particular communities. In this paper we propose a peer-based relay scheme of collaborative filtering for, but not limited to research literature. In the scheme, a recommendation request is relayed through a social structure dynamically formed by co-peers with common interests, and the recommendation results are adjusted and propagated by the co-peers. A hybrid filtering approach is deployed in the scheme.",

author = "Youliang Zhong and Weiliang Zhao and Jian Yang and Lai Xu",

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booktitle = "On the Move to Meaningful Internet Systems, OTM 2011 - Confederated International Conferences: CoopIS, DOA-SVI, and ODBASE 2011, Proceedings, Part 1",

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Zhong, Y, Zhao, W , Yang, J & Xu, L 2011, Peer-based relay scheme of collaborative filtering for research literature. in R Meersman (ed.), On the Move to Meaningful Internet Systems, OTM 2011 - Confederated International Conferences: CoopIS, DOA-SVI, and ODBASE 2011, Proceedings, Part 1. vol. 7044, Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), no. PART 1, vol. 7044 LNCS, Springer, Springer Nature, Heidelberg, pp. 321-328, 10th Confederated International Conferences on On the Move to Meaningful Internet Systems, OTM 2011: CoopIS, DOA-SVI, and ODBASE 2011, Hersonissos, Crete, Greece, 17/10/11. https://doi.org/10.1007/978-3-642-25109-2_21

Peer-based relay scheme of collaborative filtering for research literature. / Zhong, Youliang; Zhao, Weiliang ; Yang, Jian et al.
On the Move to Meaningful Internet Systems, OTM 2011 - Confederated International Conferences: CoopIS, DOA-SVI, and ODBASE 2011, Proceedings, Part 1. ed. / Robert Meersman. Vol. 7044 Heidelberg: Springer, Springer Nature, 2011. p. 321-328 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 7044 LNCS, No. PART 1).

Research output: Chapter in Book/Report/Conference proceeding › Conference proceeding contribution › peer-review

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T1 - Peer-based relay scheme of collaborative filtering for research literature

AU - Zhong, Youliang

AU - Zhao, Weiliang

AU - Yang, Jian

AU - Xu, Lai

PY - 2011

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N2 - Much work has been done in both industry and academia on filtering for research literature, however most existing studies have their limitations in coping with the inherent characteristics of research literature search, i.e., most articles attract very few readers among all the researchers, and the recommendations are often circulated through members of particular communities. In this paper we propose a peer-based relay scheme of collaborative filtering for, but not limited to research literature. In the scheme, a recommendation request is relayed through a social structure dynamically formed by co-peers with common interests, and the recommendation results are adjusted and propagated by the co-peers. A hybrid filtering approach is deployed in the scheme.

AB - Much work has been done in both industry and academia on filtering for research literature, however most existing studies have their limitations in coping with the inherent characteristics of research literature search, i.e., most articles attract very few readers among all the researchers, and the recommendations are often circulated through members of particular communities. In this paper we propose a peer-based relay scheme of collaborative filtering for, but not limited to research literature. In the scheme, a recommendation request is relayed through a social structure dynamically formed by co-peers with common interests, and the recommendation results are adjusted and propagated by the co-peers. A hybrid filtering approach is deployed in the scheme.

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T3 - Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

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Zhong Y, Zhao W , Yang J, Xu L. Peer-based relay scheme of collaborative filtering for research literature. In Meersman R, editor, On the Move to Meaningful Internet Systems, OTM 2011 - Confederated International Conferences: CoopIS, DOA-SVI, and ODBASE 2011, Proceedings, Part 1. Vol. 7044. Heidelberg: Springer, Springer Nature. 2011. p. 321-328. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); PART 1). doi: 10.1007/978-3-642-25109-2_21

Peer-based relay scheme of collaborative filtering for research literature

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