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Author:

Liu, Haiying (Liu, Haiying.) | Wu, Lifang (Wu, Lifang.) (Scholars:毋立芳) | Zhang, Dai (Zhang, Dai.) | Jian, Meng (Jian, Meng.) | Zhang, Xiuzhen (Zhang, Xiuzhen.)

Indexed by:

EI Scopus SCIE

Abstract:

Content curation social networks (CCSN) develop rapidly. Pinterest and Huaban are two typical CCSNs. Recently, there is active research on CCSNs. As a kind of content based social network, CCSNs involve not only the explicit social relations from user "following", but also content-based social relations from re-pin paths and so on. In this paper, we propose a novel user representation learning algorithm, Multi perspective User2Vec Representation (MUVR). It combines the two types of social relations to get the rich user sequences. Then the representation learning is implemented by using the skip-gram algorithm. Experimental results on Huaban.com demonstrate that the proposed algorithm can represent network well. It presents more competitive results in the followee recommendation, re-pinner recommendation and multi-label classification. (C) 2017 Published by Elsevier B.V.

Keyword:

Network representation Re-pin path Content curation

Author Community:

  • [ 1 ] [Liu, Haiying]Beijing Univ Technol, Fac Informat Technol, Beijing, Peoples R China
  • [ 2 ] [Wu, Lifang]Beijing Univ Technol, Fac Informat Technol, Beijing, Peoples R China
  • [ 3 ] [Zhang, Dai]Beijing Univ Technol, Fac Informat Technol, Beijing, Peoples R China
  • [ 4 ] [Jian, Meng]Beijing Univ Technol, Fac Informat Technol, Beijing, Peoples R China
  • [ 5 ] [Liu, Haiying]North China Univ Sci & Technol, Coll Informat Engn, Tangshan, Peoples R China
  • [ 6 ] [Zhang, Xiuzhen]RMIT Univ, Sch Comp Sci & Informat Technol, Shanghai, Peoples R China

Reprint Author's Address:

  • 毋立芳

    [Wu, Lifang]Beijing Univ Technol, Fac Informat Technol, Beijing, Peoples R China

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Source :

SIGNAL PROCESSING

ISSN: 0165-1684

Year: 2018

Volume: 142

Page: 450-456

4 . 4 0 0

JCR@2022

ESI Discipline: ENGINEERING;

ESI HC Threshold:156

JCR Journal Grade:1

Cited Count:

WoS CC Cited Count: 10

SCOPUS Cited Count: 11

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 2

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