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Research Paper Recommender Systems: A Random-Walk Based Approach

Authors:

Marco Gori,

Augusto PucciAuthors Info & Claims

WI '06: Proceedings of the 2006 IEEE/WIC/ACM International Conference on Web Intelligence

Pages 778 - 781

https://doi.org/10.1109/WI.2006.149

Published: 18 December 2006 Publication History

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Abstract

Every day researchers from all over the world have to filter the huge mass of existing research papers with the crucial aim of finding out useful publications related to their current work. In this paper we propose a research paper recommending algorithm based on the Citation Graph and random-walker properties. The PaperRank algorithm is able to assign a preference score to a set of documents contained in a digital library and linked one each other by bibliographic references. A data set of papers extracted by ACM Portal has been used for testing and very promising performances have been measured.

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Dutta DPal DRoy DMitra MKlein MBen-David AJäschke RKelly M(2024)Bibliography Counselor: A Citation Recommendation ToolProceedings of the 2023 ACM/IEEE Joint Conference on Digital Libraries10.1109/JCDL57899.2023.00051(260-262)Online publication date: 26-Jun-2024
https://dl.acm.org/doi/10.1109/JCDL57899.2023.00051
Zhang XSong SXiong Y(2024)Personalized global citation recommendation with diversification awarenessScientometrics10.1007/s11192-024-05057-5129:7(3625-3657)Online publication date: 1-Jul-2024
https://dl.acm.org/doi/10.1007/s11192-024-05057-5
Huang ZTang DZhao RRao W(2024)A scientific paper recommendation method using the time decay heterogeneous graphScientometrics10.1007/s11192-024-04933-4129:3(1589-1613)Online publication date: 1-Mar-2024
https://dl.acm.org/doi/10.1007/s11192-024-04933-4
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Index Terms

Research Paper Recommender Systems: A Random-Walk Based Approach
1. Applied computing
  1. Document management and text processing
2. Information systems
  1. Information retrieval
    1. Document representation

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Information

Published In

WI '06: Proceedings of the 2006 IEEE/WIC/ACM International Conference on Web Intelligence

December 2006

1023 pages

ISBN:0769527477

Publisher

IEEE Computer Society

United States

Publication History

Published: 18 December 2006

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Overall Acceptance Rate 118 of 178 submissions, 66%

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32
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Dutta DPal DRoy DMitra MKlein MBen-David AJäschke RKelly M(2024)Bibliography Counselor: A Citation Recommendation ToolProceedings of the 2023 ACM/IEEE Joint Conference on Digital Libraries10.1109/JCDL57899.2023.00051(260-262)Online publication date: 26-Jun-2024
https://dl.acm.org/doi/10.1109/JCDL57899.2023.00051
Zhang XSong SXiong Y(2024)Personalized global citation recommendation with diversification awarenessScientometrics10.1007/s11192-024-05057-5129:7(3625-3657)Online publication date: 1-Jul-2024
https://dl.acm.org/doi/10.1007/s11192-024-05057-5
Huang ZTang DZhao RRao W(2024)A scientific paper recommendation method using the time decay heterogeneous graphScientometrics10.1007/s11192-024-04933-4129:3(1589-1613)Online publication date: 1-Mar-2024
https://dl.acm.org/doi/10.1007/s11192-024-04933-4
Chowdhury ASrinivasan SMukherjee ABhowmick SGhosh K(2023)Improving Node Classification Accuracy of GNN through Input and Output InterventionACM Transactions on Knowledge Discovery from Data10.1145/361053518:1(1-31)Online publication date: 6-Sep-2023
https://dl.acm.org/doi/10.1145/3610535
Tan HChen XChen YHe BWong W(2023)LightRW: FPGA Accelerated Graph Dynamic Random WalksProceedings of the ACM on Management of Data10.1145/35889441:1(1-27)Online publication date: 30-May-2023
https://dl.acm.org/doi/10.1145/3588944
Liu HWang SRen HMeng SHou JLi Q(2022)Keywords-Driven Paper Recommendation Based on Mobile Edge Computing Environment FrameworkScientific Programming10.1155/2022/39434192022Online publication date: 1-Jan-2022
https://dl.acm.org/doi/10.1155/2022/3943419
Liu HKou HYan CQi L(2020)Keywords-Driven and Popularity-Aware Paper Recommendation Based on Undirected Paper Citation GraphComplexity10.1155/2020/20856382020Online publication date: 24-Apr-2020
https://dl.acm.org/doi/10.1155/2020/2085638
Eto M(2019)Extended co-citation searchInformation Processing and Management: an International Journal10.1016/j.ipm.2019.05.00756:6Online publication date: 1-Nov-2019
https://dl.acm.org/doi/10.1016/j.ipm.2019.05.007
Sun JJiang YCheng XDu WLiu YMa J(2018)A hybrid approach for article recommendation in research social networksJournal of Information Science10.1177/016555151772844944:5(696-711)Online publication date: 1-Oct-2018
https://dl.acm.org/doi/10.1177/0165551517728449
Bertin MAtanassova I(2018)Recommending Scientific PapersProceedings of the 1st International Conference on Digital Tools & Uses Congress10.1145/3240117.3240123(1-4)Online publication date: 3-Oct-2018
https://dl.acm.org/doi/10.1145/3240117.3240123
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Research-paper recommender systems: a literature survey

Introducing Docear's research paper recommender system

Building recommender systems for scholarly information

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