How can users' comments posted on social media videos be a source of effective tags?

被引:0
|
作者
Ellouze, Mehdi [1 ]
机构
[1] Sfax Univ, FSEG Sfax, Dept Comp Engn, Airport Rd Km 4, Sfax 3018, Tunisia
关键词
Video tagging; Social media comments; Self-organizing map; YouTube;
D O I
10.1007/s13735-022-00238-5
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper proposed a new approach for the extraction of tags from users' comments made about videos. In fact, videos on the social media, like Facebook and YouTube, are usually accompanied by comments where users may give opinions about things evoked in the video. The main challenge is how to extract relevant tags from them. To the best of the authors' knowledge, this is the first research work to present an approach to extract tags from comments posted about videos on the social media. We do not pretend that comments can be a perfect solution for tagging videos since we rather tried to investigate the reliability of comments to tag videos and we studied how they can serve as a source of tags. The proposed approach is based on filtering the comments to retain only the words that could be possible tags. We relied on the self-organizing map clustering considering that tags of a given video are semantically and contextually close. We tested our approach on the Google YouTube 8M dataset, and the achieved results show that we can rely on comments to extract tags. They could be also used to enrich and refine the existing uploaders' tags as a second area of application. This can mitigate the bias effect of the uploader's tags which are generally subjective.
引用
收藏
页码:431 / 443
页数:13
相关论文
共 50 条
  • [21] Falsehood on social media in Egypt: Rumour detection and sentiment analysis of users' comments
    Fahmi, Bassant Mourad
    JOURNAL OF ARAB & MUSLIM MEDIA RESEARCH, 2024, 17 (01) : 129 - 161
  • [22] Learning Social Media Content Optimization: How Can SMEs Draw the Users' Attention on Official WeChat Accounts?
    Zeng, Xueyun
    Xu, Xuening
    Wu, Yenchun Jim
    FRONTIERS IN PSYCHOLOGY, 2022, 12
  • [23] The effective media to promote an accurate image of persons with disabilities: The perspective of social media users
    Chansomdee, Ratirot
    Cheausuwantavee, Tavee
    Sirirungruang, Issavara
    LIFE SPAN AND DISABILITY, 2022, 25 (01) : 45 - 68
  • [24] HOW TO CREATE AN EFFECTIVE PROFESSIONAL SOCIAL MEDIA PRESENCE
    Pagoto, Sherry
    Wolin, Kate
    Bennett, Gary
    Schneider, Kristin
    ANNALS OF BEHAVIORAL MEDICINE, 2014, 47 : S3 - S3
  • [25] Yes, we can! Students with visual impairments making videos for social media
    Della Libera, Bianca
    de Sousa, Millene Barros Guimaraes
    Jurberg, Claudia
    BRITISH JOURNAL OF VISUAL IMPAIRMENT, 2024, 42 (03) : 784 - 793
  • [26] How effective can extensive reading be? Comments on Robb and Kano (2013)
    Taylor, Alan M.
    READING IN A FOREIGN LANGUAGE, 2014, 26 (01): : 195 - 198
  • [27] SOCIAL MEDIA AND TRANSPORT CHOICES: HOW SOCIAL MEDIA CAN AFFECT TRIPMAKERS' CHOICES
    Nikolaidou, Anastasia
    Papaioannou, Panagiotis
    SUSTAINABLE DEVELOPMENT AND PLANNING IX, 2018, 226 : 605 - 616
  • [28] Social media distraction: How distracting are visual social media cues and what influences users' distractibility?
    Koessmeier, Christina
    Buettner, Oliver B.
    COMPUTERS IN HUMAN BEHAVIOR, 2024, 159
  • [29] The Meaning of Like: How Social-Media Editors and Users Make Sense of Social Media Engagement
    Dvir-Gvirsman, Shira
    JOURNALISM PRACTICE, 2023,
  • [30] How effective is social media advertising? A study of Facebook Social Advertisements
    Carmichael, Dawn
    Cleave, David
    2012 INTERNATIONAL CONFERENCE FOR INTERNET TECHNOLOGY AND SECURED TRANSACTIONS, 2012, : 226 - 229