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Author:

Shi, Lei (Shi, Lei.) | Luo, Jia (Luo, Jia.) | Zhu, Chuangying (Zhu, Chuangying.) | Kou, Feifei (Kou, Feifei.) | Cheng, Gang (Cheng, Gang.) | Liu, Xia (Liu, Xia.)

Indexed by:

EI Scopus SCIE

Abstract:

With the increasing popularity of online social networks, more and more people are posting information, updating their statuses, and searching for topics there. Massive cross-media big data has been gathered by online social networks, with high dynamics, context-sparsity, and cross-media semantic gaps. In addition, it can be challenging to understand users' search intentions in the setting of social networks. The above problems have brought severe challenges and obstacles to cross-media searches, which also attracted more and more attention on social networks. As a relatively new research topic and interest, the concept, methodology, and overall research idea of cross-media search based on user search intention understanding are not evident in the litera-ture. The research also lacks a unified paradigm and relatively complete research ideas on social networks. To solve these problems, we reviewed more than 100 references based on our preliminary exploration and research experience in this field from the whole process involved. We also detailed methodology, datasets, evaluation indicators, experiment evaluation, and research trends and analyzed the challenges. These works will help be-ginners quickly establish research ideas and processes in this field, and enable them to focus on algorithm design without paying too much attention to datasets, evaluation metrics, and research frameworks. We believe this review will attract more researchers to focus on social network cross-media search based on user search intention understanding and benefit their work.

Keyword:

Deep learning Social network User intention understanding Cross -media search

Author Community:

  • [ 1 ] [Shi, Lei]Commun Univ China, State Key Lab Media Convergence & Commun, Beijing 100024, Peoples R China
  • [ 2 ] [Luo, Jia]Beijing Univ Technol, Coll Econ & Management, Beijing 100124, Peoples R China
  • [ 3 ] [Zhu, Chuangying]Guilin Univ Elect Technol, Guangxi Key Lab Trusted Software, Guilin 541004, Peoples R China
  • [ 4 ] [Kou, Feifei]Beijing Univ Posts & Telecommun, Sch Comp Sci, Natl Pilot Software Engn Sch, Beijing 100876, Peoples R China
  • [ 5 ] [Cheng, Gang]North China Inst Sci & Technol, Sch Comp Sci, Beijing 101601, Peoples R China
  • [ 6 ] [Liu, Xia]Yantai Univ, Sch Phys & Elect Informat, Yantai 264005, Peoples R China

Reprint Author's Address:

  • [Luo, Jia]Beijing Univ Technol, Coll Econ & Management, Beijing 100124, Peoples R China;;

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Source :

INFORMATION FUSION

ISSN: 1566-2535

Year: 2023

Volume: 91

Page: 566-581

1 8 . 6 0 0

JCR@2022

ESI Discipline: COMPUTER SCIENCE;

ESI HC Threshold:19

Cited Count:

WoS CC Cited Count: 20

SCOPUS Cited Count: 21

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 11

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