Escape from an echo chamber

An echo chamber effect refers to the phenomena that online users revealed selective exposure and ideological segregation on political issues. Prior studies indicate the connection between the spread of misinformation and online echo chambers. In this paper, to help users escape from an echo chamber,...

Full description

Saved in:
Bibliographic Details
Main Authors: LO, Kuan-Chieh, DAI, Shih-Chieh, XIONG, Aiping, JIANG, Jing, KU, Lun-Wei
Format: text
Language:English
Published: Institutional Knowledge at Singapore Management University 2021
Subjects:
Online Access:https://ink.library.smu.edu.sg/sis_research/6949
https://ink.library.smu.edu.sg/context/sis_research/article/7952/viewcontent/3442442.3458613_pvoa_cc_by.pdf
Tags: Add Tag
No Tags, Be the first to tag this record!
Institution: Singapore Management University
Language: English
id sg-smu-ink.sis_research-7952
record_format dspace
spelling sg-smu-ink.sis_research-79522022-03-04T09:06:03Z Escape from an echo chamber LO, Kuan-Chieh DAI, Shih-Chieh XIONG, Aiping JIANG, Jing KU, Lun-Wei An echo chamber effect refers to the phenomena that online users revealed selective exposure and ideological segregation on political issues. Prior studies indicate the connection between the spread of misinformation and online echo chambers. In this paper, to help users escape from an echo chamber, we propose a novel news-analysis platform that provides a panoramic view of stances towards a particular event from different news media sources. Moreover, to help users better recognize the stances of news sources which published these news articles, we adopt a news stance classification model to categorize their stances into “agree”, “disagree”, “discuss”, or “unrelated” to a relevant claim for specified events with political stances. Finally, we proposed two ways showing the echo chamber effects: 1) visualizing the event and the associated pieces of news; and 2) visualizing the stance distribution of news from news sources of different political ideology. By making the echo chamber effect explicit, we expect online users will become exposed to more diverse perspectives toward a specific event. The demo video of our platform is available on Youtube. 2021-04-01T07:00:00Z text application/pdf https://ink.library.smu.edu.sg/sis_research/6949 info:doi/10.1145/3442442.3458613 https://ink.library.smu.edu.sg/context/sis_research/article/7952/viewcontent/3442442.3458613_pvoa_cc_by.pdf http://creativecommons.org/licenses/by-nc-nd/4.0/ Research Collection School Of Computing and Information Systems eng Institutional Knowledge at Singapore Management University Echo Chamber News Stance Social Media Bias Web Application Databases and Information Systems Numerical Analysis and Scientific Computing Social Media
institution Singapore Management University
building SMU Libraries
continent Asia
country Singapore
Singapore
content_provider SMU Libraries
collection InK@SMU
language English
topic Echo Chamber
News Stance
Social Media Bias
Web Application
Databases and Information Systems
Numerical Analysis and Scientific Computing
Social Media
spellingShingle Echo Chamber
News Stance
Social Media Bias
Web Application
Databases and Information Systems
Numerical Analysis and Scientific Computing
Social Media
LO, Kuan-Chieh
DAI, Shih-Chieh
XIONG, Aiping
JIANG, Jing
KU, Lun-Wei
Escape from an echo chamber
description An echo chamber effect refers to the phenomena that online users revealed selective exposure and ideological segregation on political issues. Prior studies indicate the connection between the spread of misinformation and online echo chambers. In this paper, to help users escape from an echo chamber, we propose a novel news-analysis platform that provides a panoramic view of stances towards a particular event from different news media sources. Moreover, to help users better recognize the stances of news sources which published these news articles, we adopt a news stance classification model to categorize their stances into “agree”, “disagree”, “discuss”, or “unrelated” to a relevant claim for specified events with political stances. Finally, we proposed two ways showing the echo chamber effects: 1) visualizing the event and the associated pieces of news; and 2) visualizing the stance distribution of news from news sources of different political ideology. By making the echo chamber effect explicit, we expect online users will become exposed to more diverse perspectives toward a specific event. The demo video of our platform is available on Youtube.
format text
author LO, Kuan-Chieh
DAI, Shih-Chieh
XIONG, Aiping
JIANG, Jing
KU, Lun-Wei
author_facet LO, Kuan-Chieh
DAI, Shih-Chieh
XIONG, Aiping
JIANG, Jing
KU, Lun-Wei
author_sort LO, Kuan-Chieh
title Escape from an echo chamber
title_short Escape from an echo chamber
title_full Escape from an echo chamber
title_fullStr Escape from an echo chamber
title_full_unstemmed Escape from an echo chamber
title_sort escape from an echo chamber
publisher Institutional Knowledge at Singapore Management University
publishDate 2021
url https://ink.library.smu.edu.sg/sis_research/6949
https://ink.library.smu.edu.sg/context/sis_research/article/7952/viewcontent/3442442.3458613_pvoa_cc_by.pdf
_version_ 1770576164815896576