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author:

Chen, Y.-Z. (Chen, Y.-Z..) [1] (Scholars:陈羽中) | Fang, M.-Y. (Fang, M.-Y..) [2] | Guo, W.-Z. (Guo, W.-Z..) [3] (Scholars:郭文忠) | Guo, K. (Guo, K..) [4] (Scholars:郭昆)

Indexed by:

Scopus PKU CSCD

Abstract:

The research of topic popularity prediction problem can be an important significance for maximizing the propagation effects of network advertisements as well as guiding and controlling the network consensus. Firstly, according to user relationship and topic factor, user influence is computed and topic influence is defined. Then, based on aging theory, topic energy value is calculated by considering both topic influence and the number of microblogs related to the topic, and the heat of topic is quantified. Finally, an method named topic popularity prediction of microblog based on wavelet transformation and autoregressive integrated moving average model is proposed to predict topic popularity of microblog and forecast when a topic will hit the peak. Experimental results show that the proposed method can effectively predict the topic popularity and the peak of a topic with lower residual error and omission rate. ©, 2015, Journal of Pattern Recognition and Artificial Intelligence. All right reserved.

Keyword:

Aging theory; Autoregressive integrated moving average model (ARIMA); Topic popularity prediction; User influence; Wavelet transformation

Community:

  • [ 1 ] [Chen, Y.-Z.]College of Mathematics and Computer Science, Fuzhou University, Fuzhou, 350108, China
  • [ 2 ] [Chen, Y.-Z.]Fujian Provincial Key Laboratory of Network Computing and Intelligent Information Processing, Fuzhou University, Fuzhou, 350108, China
  • [ 3 ] [Fang, M.-Y.]College of Mathematics and Computer Science, Fuzhou University, Fuzhou, 350108, China
  • [ 4 ] [Fang, M.-Y.]Fujian Provincial Key Laboratory of Network Computing and Intelligent Information Processing, Fuzhou University, Fuzhou, 350108, China
  • [ 5 ] [Guo, W.-Z.]College of Mathematics and Computer Science, Fuzhou University, Fuzhou, 350108, China
  • [ 6 ] [Guo, W.-Z.]Fujian Provincial Key Laboratory of Network Computing and Intelligent Information Processing, Fuzhou University, Fuzhou, 350108, China
  • [ 7 ] [Guo, K.]College of Mathematics and Computer Science, Fuzhou University, Fuzhou, 350108, China
  • [ 8 ] [Guo, K.]Fujian Provincial Key Laboratory of Network Computing and Intelligent Information Processing, Fuzhou University, Fuzhou, 350108, China

Reprint 's Address:

  • 郭文忠

    [Guo, W.-Z.]College of Mathematics and Computer Science, Fuzhou UniversityChina

Email:

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Source :

Pattern Recognition and Artificial Intelligence

ISSN: 1003-6059

CN: 34-1089/TP

Year: 2015

Issue: 7

Volume: 28

Page: 586-594

Cited Count:

WoS CC Cited Count:

SCOPUS Cited Count: 7

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 0

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