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
  • [41] Multi-feature fusion-based strabismus detection for children
    Zhang, Guiying
    Xu, Wenjing
    Gong, Haotian
    Sun, Lilei
    Li, Cong
    Chen, Huicong
    Xiang, Daoman
    IET IMAGE PROCESSING, 2023, 17 (05) : 1590 - 1602
  • [42] Sensor Fusion-Based Vacant Parking Slot Detection and Tracking
    Suhr, Jae Kyu
    Jung, Ho Gi
    IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS, 2014, 15 (01) : 21 - 36
  • [43] Multifeature Fusion-Based Object Detection for Intelligent Transportation Systems
    Yang, Shuo
    Lu, Huimin
    Li, Jianru
    IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS, 2023, 24 (01) : 1126 - 1133
  • [44] Data Fusion-Based Machine Learning Architecture for Intrusion Detection
    Khan, Muhammad Adnan
    Ghazal, Taher M.
    Lee, Sang-Woong
    Rehman, Abdur
    CMC-COMPUTERS MATERIALS & CONTINUA, 2022, 70 (02): : 3399 - 3413
  • [45] Fusion-based spectral matching method for hyperspectral target detection
    Wang Wenzheng
    Zhao Baojun
    Tang Linbo
    Zhou Shichao
    Feng Fan
    JOURNAL OF ENGINEERING-JOE, 2019, 2019 (20): : 6741 - 6744
  • [46] Fusion-based Skin Detection using Image Distribution Model
    Chakraborty, Biplab Ketan
    Bhuyan, M. K.
    Kumar, Sunil
    TENTH INDIAN CONFERENCE ON COMPUTER VISION, GRAPHICS AND IMAGE PROCESSING (ICVGIP 2016), 2016,
  • [47] Multimodal Fusion-Based Deep Learning Network for Effective Diagnosis of Alzheimer's Disease
    Dwivedi, Shubham
    Goel, Tripti
    Tanveer, M.
    Murugan, R.
    Sharma, Rahul
    IEEE MULTIMEDIA, 2022, 29 (02) : 45 - 55
  • [48] Multimodal Fusion-based Swin Transformer for Facial Recognition Micro-Expression Recognition
    Zhao, Xinhua
    Lv, Yongjia
    Huang, Zheng
    PROCEEDINGS OF 2022 IEEE INTERNATIONAL CONFERENCE ON MECHATRONICS AND AUTOMATION (IEEE ICMA 2022), 2022, : 780 - 785
  • [49] A multimodal fusion method for sarcasm detection based on late fusion
    Ning Ding
    Sheng-wei Tian
    Long Yu
    Multimedia Tools and Applications, 2022, 81 : 8597 - 8616
  • [50] A multimodal fusion method for sarcasm detection based on late fusion
    Ding, Ning
    Tian, Sheng-wei
    Yu, Long
    MULTIMEDIA TOOLS AND APPLICATIONS, 2022, 81 (06) : 8597 - 8616