Dynamic Influence Prediction of Social Network Based on Partial Autoregression Single Index Model
Joint Authors
Jia, Ya-hui
Song, Taotao
Wu, Shun-yao
Su, Yu-xia
Zhang, Qi
Source
Discrete Dynamics in Nature and Society
Issue
Vol. 2019, Issue 2019 (31 Dec. 2019), pp.1-15, 15 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2019-08-20
Country of Publication
Egypt
No. of Pages
15
Main Subjects
Abstract EN
Everything is connected in the world.
From small groups to global societies, the interactions among people, technology, and policies need sophisticated techniques to be perceived and forecasted.
In social network, it has been concluded that the microblog users influence and microblog grade are nonlinearly dependent.
However, to the best of our knowledge, the nonlinear influence predication of social network has not been explored in the existing literature.
This article proposes a partial autoregression single index model to combine network structure (linear) and static covariates (nonparametric) flexibly.
Compared with previous work, our model has fewer limits and more applications.
The profile least squares estimation is employed to infer this semiparametric model, and variables selection is performed via the smoothly clipped absolute deviation penalty (SCAD).
Simulations are conducted to demonstrate finite sample behaviors.
American Psychological Association (APA)
Jia, Ya-hui& Song, Taotao& Wu, Shun-yao& Zhang, Qi& Su, Yu-xia. 2019. Dynamic Influence Prediction of Social Network Based on Partial Autoregression Single Index Model. Discrete Dynamics in Nature and Society،Vol. 2019, no. 2019, pp.1-15.
https://search.emarefa.net/detail/BIM-1146450
Modern Language Association (MLA)
Jia, Ya-hui…[et al.]. Dynamic Influence Prediction of Social Network Based on Partial Autoregression Single Index Model. Discrete Dynamics in Nature and Society No. 2019 (2019), pp.1-15.
https://search.emarefa.net/detail/BIM-1146450
American Medical Association (AMA)
Jia, Ya-hui& Song, Taotao& Wu, Shun-yao& Zhang, Qi& Su, Yu-xia. Dynamic Influence Prediction of Social Network Based on Partial Autoregression Single Index Model. Discrete Dynamics in Nature and Society. 2019. Vol. 2019, no. 2019, pp.1-15.
https://search.emarefa.net/detail/BIM-1146450
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1146450