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Over 12 billion doses of COVID-19 vaccines have been administered at the time of writing. However, public perceptions of vaccines have been complex. We analyzed COVID-19 vaccine-related tweets to understand the evolving perceptions of…

Computation and Language · Computer Science 2022-07-22 Hanyin Wang , Meghan R. Hutch , Yikuan Li , Adrienne S. Kline , Sebastian Otero , Leena B. Mithal , Emily S. Miller , Andrew Naidech , Yuan Luo

The understanding of the public response to COVID-19 vaccines is the key success factor to control the COVID-19 pandemic. To understand the public response, there is a need to explore public opinion. Traditional surveys are expensive and…

Social and Information Networks · Computer Science 2021-09-30 Amir Karami , Michael Zhu , Bailey Goldschmidt , Hannah R. Boyajieff , Mahdi M. Najafabadi

Anti-vaccine sentiments have been well-known and reported throughout the history of viral outbreaks and vaccination programmes. The COVID-19 pandemic had fear and uncertainty about vaccines which has been well expressed on social media…

Social and Information Networks · Computer Science 2023-06-27 Rohitash Chandra , Jayesh Sonawane , Janhavi Lande , Cathy Yu

Social media is an appropriate source for analyzing public attitudes towards the COVID-19 vaccine and various brands. Nevertheless, there are few relevant studies. In the research, we collected tweet posts by the UK and US residents from…

Computation and Language · Computer Science 2021-06-09 Tao Na , Wei Cheng , Dongming Li , Wanyu Lu , Hongjiang Li

In the contemporary era, social media platforms amass an extensive volume of social data contributed by their users. In order to promptly grasp the opinions and emotional inclinations of individuals regarding a product or event, it becomes…

Computation and Language · Computer Science 2024-06-18 Jitendra Tembhurne , Anant Agrawal , Kirtan Lakhotia

The outbreak of the novel Coronavirus Disease 2019 (COVID-19) has lasted for nearly two years and caused unprecedented impacts on people's daily life around the world. Even worse, the emergence of the COVID-19 Delta variant once again puts…

Computers and Society · Computer Science 2021-11-09 Hui Yin , Xiangyu Song , Shuiqiao Yang , Jianxin Li

This study investigated and compared public sentiment related to COVID-19 vaccines expressed on two popular social media platforms, Reddit and Twitter, harvested from January 1, 2020, to March 1, 2022. To accomplish this task, we created a…

Computation and Language · Computer Science 2022-11-29 Chad A Melton , Brianna M White , Robert L Davis , Robert A Bednarczyk , Arash Shaban-Nejad

Background Advances in machine learning (ML) models have increased the capability of researchers to detect vaccine hesitancy in social media using Natural Language Processing (NLP). A considerable volume of research has identified the…

Computation and Language · Computer Science 2025-03-25 Lorena G Barberia , Belinda Lombard , Norton Trevisan Roman , Tatiane C. M. Sousa

The current development of vaccines for SARS-CoV-2 is unprecedented. Little is known, however, about the nuanced public opinions on the vaccines on social media. We adopt a human-guided machine learning framework using more than six million…

Social and Information Networks · Computer Science 2021-08-10 Hanjia Lyu , Junda Wang , Wei Wu , Viet Duong , Xiyang Zhang , Timothy D. Dye , Jiebo Luo

The COVID-19 pandemic has profoundly affected the normal course of life -- from lock-downs and virtual meetings to the unprecedentedly swift creation of vaccines. To halt the COVID-19 pandemic, the world has started preparing for the global…

Machine Learning · Computer Science 2025-03-05 Tanveer Khan , Fahad Sohrab , Antonis Michalas , Moncef Gabbouj

The free flow of information has been accelerated by the rapid development of social media technology. There has been a significant social and psychological impact on the population due to the outbreak of Coronavirus disease (COVID-19). The…

The debate around vaccines has been going on for decades, but the COVID-19 pandemic showed how crucial it is to understand and mitigate anti-vaccine sentiments. While the pandemic may be over, it is still important to understand how the…

Social and Information Networks · Computer Science 2024-04-03 Soham Poddar , Rajdeep Mukherjee , Subhendu Khatuya , Niloy Ganguly , Saptarshi Ghosh

Since the onset of the COVID-19 pandemic, vaccines have been an important topic in public discourse. The discussions around vaccines are polarized as some see them as an important measure to end the pandemic, and others are hesitant or find…

Computers and Society · Computer Science 2022-07-26 Gabriel Lindelöf , Talayeh Aledavood , Barbara Keller

Administering COVID-19 vaccines at a societal scale has been deemed as the most appropriate way to defend against the COVID-19 pandemic. This global vaccination drive naturally fueled a possibility of Pro-Vaxxers and Anti-Vaxxers strongly…

Social and Information Networks · Computer Science 2021-11-23 Soham Poddar , Mainack Mondal , Janardan Misra , Niloy Ganguly , Saptarshi Ghosh

How different cultures react and respond given a crisis is predominant in a society's norms and political will to combat the situation. Often the decisions made are necessitated by events, social pressure, or the need of the hour, which may…

Social and Information Networks · Computer Science 2020-08-25 Ali Shariq Imran , Sher Mohammad Doudpota , Zenun Kastrati , Rakhi Bhatra

In this paper, we look at a database of tweets sorted by various keywords that could indicate the users sentiment towards covid vaccines. With social media becoming such a prevalent source of opinion, sorting and ranking tweets that hold…

Computation and Language · Computer Science 2023-11-09 Wenbo Zhu , Tiechuan Hu

Along with the Coronavirus pandemic, another crisis has manifested itself in the form of mass fear and panic phenomena, fueled by incomplete and often inaccurate information. There is therefore a tremendous need to address and better…

Information Retrieval · Computer Science 2020-06-12 Jim Samuel , G. G. Md. Nawaz Ali , Md. Mokhlesur Rahman , Ek Esawi , Yana Samuel

The COVID-19 pandemic fueled one of the most rapid vaccine developments in history. However, misinformation spread through online social media often leads to negative vaccine sentiment and hesitancy. To investigate COVID-19 vaccine-related…

Information Retrieval · Computer Science 2021-08-31 Chad A Melton , Olufunto A Olusanya , Nariman Ammar , Arash Shaban-Nejad

As the Covid-19 outbreaks rapidly all over the world day by day and also affects the lives of million, a number of countries declared complete lock-down to check its intensity. During this lockdown period, social media plat-forms have…

Computation and Language · Computer Science 2021-06-15 Arunava Kumar Chakraborty , Sourav Das , Anup Kumar Kolya

Developing an understanding of the public discourse on COVID-19 vaccination on social media is important not only for addressing the current COVID-19 pandemic, but also for future pathogen outbreaks. We examine a Twitter dataset containing…

Social and Information Networks · Computer Science 2022-08-30 Zainab Zaidi , Mengbin Ye , Fergus John Samon , Abdisalam Jama , Binduja Gopalakrishnan , Chenhao Gu , Shanika Karunasekera , Jamie Evans , Yoshihisa Kashima
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