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] Fast Sensor Placement Algorithms for Fusion-based Target Detection
    Yuan, Zhaohui
    Tan, Rui
    Xing, Guoliang
    Lu, Chenyang
    Chen, Yixin
    Wang, Jianping
    RTSS: 2008 REAL-TIME SYSTEMS SYMPOSIUM, PROCEEDINGS, 2008, : 103 - +
  • [42] MR Image Fusion-Based Parotid Gland Tumor Detection
    Sunnetci, Kubilay Muhammed
    Kaba, Esat
    Celiker, Fatma Beyazal
    Alkan, Ahmet
    JOURNAL OF IMAGING INFORMATICS IN MEDICINE, 2024,
  • [43] Semantic Fusion-based Pedestrian Detection for Supporting Autonomous Vehicles
    Sha, Mingzhi
    Boukerche, Azzedine
    2020 IEEE SYMPOSIUM ON COMPUTERS AND COMMUNICATIONS (ISCC), 2020, : 618 - 623
  • [44] Optimal Fusion-Based Target Detection With Multichannel ATI SAR
    Tian, Min
    Liao, Bin
    IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2024, 62
  • [45] 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
  • [46] 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
  • [47] 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
  • [48] 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
  • [49] 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
  • [50] A Semantic Fusion-Based Model for Infrared Small Target Detection
    Fan, Chunlong
    Zhang, Yuxue
    Jin, Qilong
    Xu, Li
    ADVANCED INTELLIGENT COMPUTING TECHNOLOGY AND APPLICATIONS, PT VI, ICIC 2024, 2024, 14880 : 109 - 120