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author:

Zhao, Zhishan (Zhao, Zhishan.) [1] | Du, Jiachen (Du, Jiachen.) [2] | Gao, Qinghong (Gao, Qinghong.) [3] | Gui, Lin (Gui, Lin.) [4] | Xu, Ruifeng (Xu, Ruifeng.) [5]

Indexed by:

CPCI-S EI Scopus

Abstract:

With the rapid development of microblogs in recent years, accurate prediction of microblog user profiles is valuable for marketing, personalized recommendation, and legal investigation. Microblog users post rich contents everyday and build a complex friendship network with "following" behaviors. Both of user-generated content and friendship network are crucial for user profiling. In this work, we propose a neural-network based model for user profiling. It takes advantages of both user-generated content and friendship network with attentional multiscale convolutional neural networks and graph embeddings. We evaluate our model on SMP CUP 2016 dataset whose task is to infer age, gender and region of microblog users. The experiment results show that utilizing information from user generated content and friend network, our method obtains the state-of-the-art performance on all of three sub-tasks.

Keyword:

Neural networks Social network analysis User profiling

Community:

  • [ 1 ] [Zhao, Zhishan]Harbin Inst Technol, Sch Comp Sci & Technol, Shenzhen Grad Sch, Shenzhen, Peoples R China
  • [ 2 ] [Du, Jiachen]Harbin Inst Technol, Sch Comp Sci & Technol, Shenzhen Grad Sch, Shenzhen, Peoples R China
  • [ 3 ] [Gao, Qinghong]Harbin Inst Technol, Sch Comp Sci & Technol, Shenzhen Grad Sch, Shenzhen, Peoples R China
  • [ 4 ] [Xu, Ruifeng]Harbin Inst Technol, Sch Comp Sci & Technol, Shenzhen Grad Sch, Shenzhen, Peoples R China
  • [ 5 ] [Gui, Lin]Fuzhou Univ, Sch Math & Comp Sci, Fuzhou, Fujian, Peoples R China
  • [ 6 ] [Xu, Ruifeng]Guangdong Prov Engn Technol Res Ctr Data Sci, Guangzhou, Guangdong, Peoples R China

Reprint 's Address:

  • [Xu, Ruifeng]Harbin Inst Technol, Sch Comp Sci & Technol, Shenzhen Grad Sch, Shenzhen, Peoples R China;;[Xu, Ruifeng]Guangdong Prov Engn Technol Res Ctr Data Sci, Guangzhou, Guangdong, Peoples R China

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Source :

SOCIAL MEDIA PROCESSING, SMP 2017

ISSN: 1865-0929

Year: 2017

Volume: 774

Page: 29-39

Language: English

Cited Count:

WoS CC Cited Count: 3

SCOPUS Cited Count:

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 0

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