Fusion-based multimodal detection of hoaxes in social networks

被引:1
|
作者
Maigrot, Cedric [1 ]
Claveau, Vincent [2 ]
Kijak, Ewa [1 ]
机构
[1] Univ Rennes, IRISA, Rennes, France
[2] Univ Rennes, IRISA, CNRS, Rennes, France
关键词
Hoax detection; Knowledge fusion; Text analysis; Image analysis; Source credibility;
D O I
10.1109/WI.2018.00-86
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Social networks make it possible to share information rapidly and massively. Yet, one of their major drawback comes from the absence of verification of the piece of information, especially with viral messages. This is the issue addressed by the participants of the Verification Multimedia Use task of Mediaeval 2016. They used several approaches and clues from different modalities (text, image, social information). In this paper, we explore the interest of combining and merging these approaches in order to evaluate the predictive power of each modality and to make the most of their potential complementarity.
引用
收藏
页码:222 / 229
页数:8
相关论文
共 50 条
  • [31] Sec-CLOCs: Multimodal Back-End Fusion-Based Object Detection Algorithm in Snowy Scenes
    Gong, Rui
    Fan, Xiangsuo
    Cai, Dengsheng
    Lu, You
    SENSORS, 2024, 24 (22)
  • [32] Simultaneous Sensor Placement and Scheduling for Fusion-Based Detection in RF-Powered Sensor Networks
    Li, Yanjun
    Chen, Yuzhe
    Chen, Chung Shue
    Wang, Zhibo
    Zhu, Yi-hua
    IEEE INTERNET OF THINGS JOURNAL, 2019, 6 (03) : 5595 - 5606
  • [33] Multimodal Fusion-Based Fault Diagnosis of Electric Vehicle Motor for Sustainable Transportation
    Choudhary, Anurag
    Mishra, Rismaya Kumar
    Fatima, S.
    Panigrahi, B. K.
    IEEE TRANSACTIONS ON TRANSPORTATION ELECTRIFICATION, 2025, 11 (02): : 6249 - 6266
  • [34] A Multisensor Fusion-Based Cooperative Localization Scheme in Vehicle Networks
    Yin, Ting
    Zou, Decai
    Lu, Xiaochun
    Bi, Cheng
    ELECTRONICS, 2022, 11 (04)
  • [35] A mutual attention based multimodal fusion for fake news detection on social network
    Ying Guo
    Applied Intelligence, 2023, 53 : 15311 - 15320
  • [36] A mutual attention based multimodal fusion for fake news detection on social network
    Guo, Ying
    APPLIED INTELLIGENCE, 2023, 53 (12) : 15311 - 15320
  • [37] Intentional Attack and Fusion-based Defense Strategy in Complex Networks
    Chen, Pin-Yu
    Chen, Kwang-Cheng
    2011 IEEE GLOBAL TELECOMMUNICATIONS CONFERENCE (GLOBECOM 2011), 2011,
  • [38] Early Detection of Social Media Hoaxes at Scale
    Zubiaga, Arkaitz
    Jiang, Aiqi
    ACM TRANSACTIONS ON THE WEB, 2020, 14 (04)
  • [39] IFSpard: An Information Fusion-based Framework for Spam Review Detection
    Zhu, Yao
    Liu, Hongzhi
    Du, Yingpeng
    Wu, Zhonghai
    PROCEEDINGS OF THE WORLD WIDE WEB CONFERENCE 2021 (WWW 2021), 2021, : 507 - 517
  • [40] Classifier fusion-based vehicle license plate detection algorithm
    Huang, ZB
    Guo, YF
    2003 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-5, PROCEEDINGS, 2003, : 2984 - 2989