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author:

Zheng, Xianghan (Zheng, Xianghan.) [1] (Scholars:郑相涵) | Zheng, Wenfei (Zheng, Wenfei.) [2] | Yang, Yang (Yang, Yang.) [3] | Guo, Wenzhong (Guo, Wenzhong.) [4] (Scholars:郭文忠) | Chang, Victor (Chang, Victor.) [5]

Indexed by:

EI Scopus SCIE

Abstract:

Efficient interest prediction for social networks is critical for both users and service providers for behavior analysis and a series of extension services. However, most existing approaches are inefficient, incomplete or isolated. In this paper, we propose combination of Gaussian and Markov approaches (namely, GAM) as typical soft computing technology for interest prediction of social intelligent multimedia systems. GAM model considers "the number of posted messages" as the only parameter, and defines selection logic to implement either Gaussian or Markov based approaches. Our proposed solution takes the advantage of Gaussian model in prediction accuracy and computation complexity, and advantage of Markov model in high availability. Further experiments illustrate that our solution achieves higher prediction accuracy of 94.3% (without considering the influence of swing users), with the best result achieved ever.

Keyword:

Clustering Gaussian mixture model Multi-Markov chain Social network

Community:

  • [ 1 ] [Zheng, Xianghan]Fuzhou Univ, Coll Math & Comp Sci, Fuzhou, Fujian, Peoples R China
  • [ 2 ] [Zheng, Wenfei]Fuzhou Univ, Coll Math & Comp Sci, Fuzhou, Fujian, Peoples R China
  • [ 3 ] [Yang, Yang]Fuzhou Univ, Coll Math & Comp Sci, Fuzhou, Fujian, Peoples R China
  • [ 4 ] [Guo, Wenzhong]Fuzhou Univ, Coll Math & Comp Sci, Fuzhou, Fujian, Peoples R China
  • [ 5 ] [Zheng, Xianghan]Fujian Key Lab Network Comp & Intelligent Informa, Fuzhou, Fujian, Peoples R China
  • [ 6 ] [Zheng, Wenfei]Fujian Key Lab Network Comp & Intelligent Informa, Fuzhou, Fujian, Peoples R China
  • [ 7 ] [Yang, Yang]Fujian Key Lab Network Comp & Intelligent Informa, Fuzhou, Fujian, Peoples R China
  • [ 8 ] [Guo, Wenzhong]Fujian Key Lab Network Comp & Intelligent Informa, Fuzhou, Fujian, Peoples R China
  • [ 9 ] [Chang, Victor]Xian Jiaotong Liverpool Univ, Int Business Sch Suzhou, Suzhou, Peoples R China

Reprint 's Address:

  • 郑相涵

    [Zheng, Xianghan]Fuzhou Univ, Coll Math & Comp Sci, Fuzhou, Fujian, Peoples R China;;[Zheng, Xianghan]Fujian Key Lab Network Comp & Intelligent Informa, Fuzhou, Fujian, Peoples R China

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Source :

MULTIMEDIA TOOLS AND APPLICATIONS

ISSN: 1380-7501

Year: 2019

Issue: 23

Volume: 78

Page: 32755-32774

2 . 3 1 3

JCR@2019

3 . 0 0 0

JCR@2023

ESI Discipline: COMPUTER SCIENCE;

ESI HC Threshold:162

JCR Journal Grade:2

CAS Journal Grade:3

Cited Count:

WoS CC Cited Count: 6

SCOPUS Cited Count: 6

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 1

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