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author:

Si, Huayou (Si, Huayou.) [1] | Zhou, Jiayong (Zhou, Jiayong.) [2] | Chen, Zhihui (Chen, Zhihui.) [3] | Wan, Jian (Wan, Jian.) [4] | Xiong, Neal N. (Xiong, Neal N..) [5] | Zhang, Wei (Zhang, Wei.) [6] | Vasilakos, Athanasios V. (Vasilakos, Athanasios V..) [7]

Indexed by:

SSCI SCIE

Abstract:

Interest is an important concept in psychology and pedagogy and is widely studied in many fields. Especially in recent years, the widespread use of many interest-based recommendation systems has greatly promoted research on interest modeling and mining on social networks. However, the existing studies have rarely tried to explore the relationships among interests and their application value, and most similar studies analyze user behavior data. In this paper, we propose and verify two hypotheses about the interests of social network users. We then use association rules to mine users' interests from LinkedIn users' profiles. Finally, based on the interest association rules and user interest distribution on Twitter, we design an approach to mine interests for Twitter users and conduct two experiments to systematically demonstrate the approach's effectiveness. According to our research, we found that there are a large number of association rules between human interests. These rules play a considerable role in our method of interest mining. Our research work not only provides new ideas for interest mining but also reveals the internal relationship between interest and its application value. The research work has certain theoretical and practical value.

Keyword:

association rules correlation analysis interest mining Interests

Community:

  • [ 1 ] [Si, Huayou]Hangzhou Dianzi Univ, Sch Comp Sci & Technol, Hangzhou 310018, Zhejiang, Peoples R China
  • [ 2 ] [Zhou, Jiayong]Hangzhou Dianzi Univ, Sch Comp Sci & Technol, Hangzhou 310018, Zhejiang, Peoples R China
  • [ 3 ] [Chen, Zhihui]Hangzhou Dianzi Univ, Sch Comp Sci & Technol, Hangzhou 310018, Zhejiang, Peoples R China
  • [ 4 ] [Wan, Jian]Hangzhou Dianzi Univ, Sch Comp Sci & Technol, Hangzhou 310018, Zhejiang, Peoples R China
  • [ 5 ] [Zhang, Wei]Hangzhou Dianzi Univ, Sch Comp Sci & Technol, Hangzhou 310018, Zhejiang, Peoples R China
  • [ 6 ] [Si, Huayou]Minist Educ, Key Lab Complex Syst Modeling & Simulat, Hangzhou 310018, Zhejiang, Peoples R China
  • [ 7 ] [Zhou, Jiayong]Minist Educ, Key Lab Complex Syst Modeling & Simulat, Hangzhou 310018, Zhejiang, Peoples R China
  • [ 8 ] [Chen, Zhihui]Minist Educ, Key Lab Complex Syst Modeling & Simulat, Hangzhou 310018, Zhejiang, Peoples R China
  • [ 9 ] [Wan, Jian]Minist Educ, Key Lab Complex Syst Modeling & Simulat, Hangzhou 310018, Zhejiang, Peoples R China
  • [ 10 ] [Zhang, Wei]Minist Educ, Key Lab Complex Syst Modeling & Simulat, Hangzhou 310018, Zhejiang, Peoples R China
  • [ 11 ] [Xiong, Neal N.]Northeastern State Univ, Dept Math & Comp Sci, Tahlequah, OK 74464 USA
  • [ 12 ] [Vasilakos, Athanasios V.]Fuzhou Univ, Coll Math & Comp Sci, Fuzhou 350116, Fujian, Peoples R China

Reprint 's Address:

  • [Wan, Jian]Hangzhou Dianzi Univ, Sch Comp Sci & Technol, Hangzhou 310018, Zhejiang, Peoples R China;;[Wan, Jian]Minist Educ, Key Lab Complex Syst Modeling & Simulat, Hangzhou 310018, Zhejiang, Peoples R China;;[Xiong, Neal N.]Northeastern State Univ, Dept Math & Comp Sci, Tahlequah, OK 74464 USA

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Source :

IEEE ACCESS

ISSN: 2169-3536

Year: 2019

Volume: 7

Page: 116014-116026

3 . 7 4 5

JCR@2019

3 . 4 0 0

JCR@2023

ESI Discipline: ENGINEERING;

ESI HC Threshold:150

JCR Journal Grade:1

CAS Journal Grade:2

Cited Count:

WoS CC Cited Count:

SCOPUS Cited Count: 22

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 6

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