What's Public Feedback? Linking High Quality Feedback to Social Issues Using Social Media

In this paper we present a study of new problem of linking high quality public feedback to the issues discussed in an article. Analyzing public opinion on social and political issues as well as government policies is of particular importance to policy makers. Given a segmented article with multiple...

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Main Authors: GOTTIPATI, Swapna, JIANG, Jing
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Language:English
Published: Institutional Knowledge at Singapore Management University 2012
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Online Access:https://ink.library.smu.edu.sg/sis_research/2299
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spelling sg-smu-ink.sis_research-32992014-09-30T07:26:13Z What's Public Feedback? Linking High Quality Feedback to Social Issues Using Social Media GOTTIPATI, Swapna JIANG, Jing In this paper we present a study of new problem of linking high quality public feedback to the issues discussed in an article. Analyzing public opinion on social and political issues as well as government policies is of particular importance to policy makers. Given a segmented article with multiple issues and public comments towards the article, the task aims to extract high quality feedback and link it to the relevant issues in the article. Our proposed solution, two-stage approach rely on supervised learning technique for extracting high quality feedback and statistical topic modeling technique for extracting the relevant feedback to the issues/topics of the article. We study the problem on two different data sets. We evaluated both the stages of the framework and the empirical results on both data sets show that the proposed approach is effective in linking high quality relevant feedback to the segments of the article 2012-09-01T07:00:00Z text https://ink.library.smu.edu.sg/sis_research/2299 info:doi/10.1109/SocialCom-PASSAT.2012.92 Research Collection School Of Computing and Information Systems eng Institutional Knowledge at Singapore Management University Computer Sciences
institution Singapore Management University
building SMU Libraries
continent Asia
country Singapore
Singapore
content_provider SMU Libraries
collection InK@SMU
language English
topic Computer Sciences
spellingShingle Computer Sciences
GOTTIPATI, Swapna
JIANG, Jing
What's Public Feedback? Linking High Quality Feedback to Social Issues Using Social Media
description In this paper we present a study of new problem of linking high quality public feedback to the issues discussed in an article. Analyzing public opinion on social and political issues as well as government policies is of particular importance to policy makers. Given a segmented article with multiple issues and public comments towards the article, the task aims to extract high quality feedback and link it to the relevant issues in the article. Our proposed solution, two-stage approach rely on supervised learning technique for extracting high quality feedback and statistical topic modeling technique for extracting the relevant feedback to the issues/topics of the article. We study the problem on two different data sets. We evaluated both the stages of the framework and the empirical results on both data sets show that the proposed approach is effective in linking high quality relevant feedback to the segments of the article
format text
author GOTTIPATI, Swapna
JIANG, Jing
author_facet GOTTIPATI, Swapna
JIANG, Jing
author_sort GOTTIPATI, Swapna
title What's Public Feedback? Linking High Quality Feedback to Social Issues Using Social Media
title_short What's Public Feedback? Linking High Quality Feedback to Social Issues Using Social Media
title_full What's Public Feedback? Linking High Quality Feedback to Social Issues Using Social Media
title_fullStr What's Public Feedback? Linking High Quality Feedback to Social Issues Using Social Media
title_full_unstemmed What's Public Feedback? Linking High Quality Feedback to Social Issues Using Social Media
title_sort what's public feedback? linking high quality feedback to social issues using social media
publisher Institutional Knowledge at Singapore Management University
publishDate 2012
url https://ink.library.smu.edu.sg/sis_research/2299
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