eprintid: 2690
rev_number: 7
eprint_status: archive
userid: 290
dir: disk0/00/00/26/90
datestamp: 2017-11-27 04:39:27
lastmod: 2017-11-27 04:39:27
status_changed: 2017-11-27 04:39:27
type: conference_item
metadata_visibility: show
creators_name: Nguyen, Xuan Duc
creators_name: Nguyen, Minh Duc
creators_name: Tran, Mai Vu
creators_name: Phan, Xuan Hieu
creators_name: Pham, Bao Son
creators_id: ducnx_58@vnu.edu.vn
creators_id: duchell.uet.vnu@gmail.com
creators_id: vutm@vnu.edu.vn
creators_id: hieupx@vnu.edu.vn
creators_id: sonpb@vnu.edu.vn
title: VNU-SMM: A social media monitoring framework on vietnamese online news
ispublished: pub
subjects: IT
divisions: fac_fit
abstract: The exponential growth of social media has created informative content, which leads to the emersion of social listening tools, in order to serve the need of companies and organizations. These tools are developed mainly in English language and for those which deal with Vietnamese, they lack the analysis capabilities to capture insightful information. In our research, we propose a framework to automatically extract and analyze information from social media, including online news and social networks. Our framework consists of multiple modules: data crawler, analysis module (topic analysis, sentiment analysis, event detection), visualization module. The results for analysis modules are promising: F1-score for topic analysis is 53%, average accuracy for sentiment analysis (using Maximum Entropy with three classes) is 62% and F1-score for event detection is 88.36%.
date: 2017-11-24
date_type: published
official_url: http://nafosted-nics.org
full_text_status: none
pres_type: paper
pagerange: 269-274
event_title: 2017 4th NAFOSTED Conference on Information and Computer Science (NICS 2017)
event_location: Hanoi, Vietnam
event_dates: 24-25 November 2017
event_type: conference
refereed: TRUE
related_url_url: http://ieeexplore.ieee.org/document/8108076
related_url_type: pub
funders: Vietnam National University, Hanoi (VNU)
citation:   Nguyen, Xuan Duc and Nguyen, Minh Duc and Tran, Mai Vu and Phan, Xuan Hieu and Pham, Bao Son  (2017) VNU-SMM: A social media monitoring framework on vietnamese online news.  In: 2017 4th NAFOSTED Conference on Information and Computer Science (NICS 2017), 24-25 November 2017, Hanoi, Vietnam.