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Author:

Cai, Xiaoyan (Cai, Xiaoyan.) | Zheng, Yu (Zheng, Yu.) | Yang, Libin (Yang, Libin.) | Dai, Tao (Dai, Tao.) | Guo, Lantian (Guo, Lantian.)

Indexed by:

SCIE EI

Abstract:

With the increasing number of scientific papers, researchers find it more and more difficult to obtain relevant and appropriate papers to cite. Citation recommendation aims to overcome this problem by providing a reference paper list for a given manuscript. In this paper, we propose a bibliographic network representation (BNR) model, which simultaneously incorporates bibliographic network structure and content of different kinds of objects (authors, papers, and venues) for efficient recommendation. The proposed model also makes personalized citation recommendation possible, which is a new issue that a few papers addressed in the past. When conducting experiments on the ACL Anthology Network and DBLP datasets, the results demonstrate that the proposed BNR-based citation recommendation approach is able to achieve considerable improvement over other network representation-based citation recommendation approaches. The performance of the personalized recommendation approach is also competitive with the non-personalized recommendation approach.

Keyword:

Bibliographic network network representation personalized citation recommendation

Author Community:

  • [ 1 ] [Cai, Xiaoyan; Yang, Libin; Guo, Lantian] Northwestern Polytech Univ, Sch Automat, Xian 710072, Shaanxi, Peoples R China
  • [ 2 ] [Zheng, Yu] Northwest A&F Univ, Coll Informat Engn, Yangling 712100, Shaanxi, Peoples R China
  • [ 3 ] [Dai, Tao] Xi An Jiao Tong Univ, Sch Software Engn, Xian 710049, Shaanxi, Peoples R China

Reprint Author's Address:

  • Northwestern Polytech Univ, Sch Automat, Xian 710072, Shaanxi, Peoples R China.

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Source :

IEEE ACCESS

ISSN: 2169-3536

Year: 2019

Volume: 7

Page: 457-467

3 . 7 4 5

JCR@2019

3 . 3 6 7

JCR@2020

JCR Journal Grade:2

CAS Journal Grade:2

Cited Count:

WoS CC Cited Count: 17

SCOPUS Cited Count: 26

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 1

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