How COVID-19 affects user interaction with online streaming service providers on twitter

被引:1
|
作者
Arazzi, Marco [1 ]
Murer, Daniele [1 ]
Nicolazzo, Serena [2 ]
Nocera, Antonino [1 ]
机构
[1] Univ Pavia, Dept Elect Comp & Biomed Engn, Via A Ferrata 5, I-27100 Pavia, Italy
[2] Univ Milan, Dept Comp Sci, Via G Celoria 18, I-20133 Milan, Italy
关键词
Social network analysis; Sentiment analysis; Natural language processing; Streaming service providers; COVID-19; Twitter; SOCIAL MEDIA; SENTIMENT ANALYSIS; INSIGHTS; IMPACT;
D O I
10.1007/s13278-023-01143-3
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The worldwide diffusion of COVID-19, declared pandemic in March 2020, has led to significant changes in people's lifestyles and behavior, especially when it comes to the consumption of media and entertainment. Indeed, during this period, online streaming platforms have become the preferred providers of recreational content, whereas Online Social Networks proved to be the favorite place to find social connections while adhering to distancing measures. In the meantime, from the online Streaming Service Providers' point of view, Online Social Networks have gained more and more importance both as valuable data sources for business intelligence and as connected and co-viewing platforms. This study starts from these considerations to explore the impact of COVID-19 on user interaction with Streaming Service Providers in Online Social Networks. In particular, our investigation focuses on the Twitter platform; by comparing several large datasets referring to different periods (i.e., before, during, and after COVID-19 emergence), we investigate interesting patterns and dynamics leveraging both Natural Language Processing and sentiment analysis techniques. Our data science campaign, and the main findings derived, adopts a peculiar perspective focusing on the different categories of users and Streaming Service Providers. The main objective of the analysis is to uncover the dynamics underlying the evolution of the interaction between people and businesses during the COVID-19 outbreak.
引用
收藏
页数:13
相关论文
共 50 条
  • [1] How COVID-19 affects user interaction with online streaming service providers on twitter
    Marco Arazzi
    Daniele Murer
    Serena Nicolazzo
    Antonino Nocera
    Social Network Analysis and Mining, 13
  • [2] Impact Of Covid-19 On Education Using Twitter Data
    Makode, Anshita
    Chakraborty, Alakananda
    Darekar, Avanti
    Bist, Poojakumari
    2021 16TH INTERNATIONAL WORKSHOP ON SEMANTIC AND SOCIAL MEDIA ADAPTATION & PERSONALIZATION (SMAP 2021), 2021, : 36 - 41
  • [3] Characterizing the Online Discourse in Twitter: Users' Reaction to Misinformation around COVID-19 in Twitter
    Kalantari, Niloofar
    Liao, Duoduo
    Motti, Vivian Genaro
    2021 IEEE INTERNATIONAL CONFERENCE ON BIG DATA (BIG DATA), 2021, : 4371 - 4380
  • [4] Online Social Interaction for COVID-19 in Asia
    Yum, Seungil
    DISASTER MEDICINE AND PUBLIC HEALTH PREPAREDNESS, 2024, 18
  • [5] Negative COVID-19 Vaccine Information on Twitter: Content Analysis
    Yiannakoulias, Niko
    Darlington, J. Connor
    Slavik, Catherine E.
    Benjamin, Grant
    JMIR INFODEMIOLOGY, 2022, 2 (02):
  • [6] Effects of Pope Francis' Religious Authority and Media Coverage on Twitter User's Attitudes toward COVID-19 Vaccination
    Gawel, Arkadiusz
    Mandziuk, Marzena
    Zmudzinski, Marek
    Gosek, Malgorzata
    Krawczyk-Suszek, Marlena
    Pisarski, Mariusz
    Adamski, Andrzej
    Cyganik, Weronika
    VACCINES, 2021, 9 (12)
  • [7] The role of social media on the evolution of companies: A Twitter analysis of Streaming Service Providers
    Arazzi, Marco
    Ferretti, Marco
    Nicolazzo, Serena
    Nocera, Antonino
    ONLINE SOCIAL NETWORKS AND MEDIA, 2023, 36
  • [8] Sentiment Analysis of Finnish Twitter Discussions on COVID-19 During the Pandemic
    Claes M.
    Farooq U.
    Salman I.
    Teern A.
    Isomursu M.
    Halonen R.
    SN Computer Science, 5 (2)
  • [9] Sociocultural factors during COVID-19 pandemic: Information consumption on Twitter
    Perez-Cepeda, Maximiliano
    Arias-Bolzmann, Leopoldo G.
    JOURNAL OF BUSINESS RESEARCH, 2022, 140 : 384 - 393
  • [10] National Leaders' Usage of Twitter in Response to COVID-19: A Sentiment Analysis
    Wang, Yuming
    Croucher, Stephen M.
    Pearson, Erika
    FRONTIERS IN COMMUNICATION, 2021, 6