Piecing together the puzzle: Improving event content coverage for real-time sub-event detection using adaptive microblog crawling
In an age when people are predisposed to report real-world events through their social media accounts, many researchers value the benefits of mining user generated content from social media. Compared with the traditional news media, social media services, such as Twitter, can provide more complete a...
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| Vydáno v: | PloS one Ročník 12; číslo 11; s. e0187401 |
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| Hlavní autoři: | , , |
| Médium: | Journal Article |
| Jazyk: | angličtina |
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United States
Public Library of Science
06.11.2017
Public Library of Science (PLoS) |
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| ISSN: | 1932-6203, 1932-6203 |
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| Abstract | In an age when people are predisposed to report real-world events through their social media accounts, many researchers value the benefits of mining user generated content from social media. Compared with the traditional news media, social media services, such as Twitter, can provide more complete and timely information about the real-world events. However events are often like a puzzle and in order to solve the puzzle/understand the event, we must identify all the sub-events or pieces. Existing Twitter event monitoring systems for sub-event detection and summarization currently typically analyse events based on partial data as conventional data collection methodologies are unable to collect comprehensive event data. This results in existing systems often being unable to report sub-events in real-time and often in completely missing sub-events or pieces in the broader event puzzle. This paper proposes a Sub-event detection by real-TIme Microblog monitoring (STRIM) framework that leverages the temporal feature of an expanded set of news-worthy event content. In order to more comprehensively and accurately identify sub-events this framework first proposes the use of adaptive microblog crawling. Our adaptive microblog crawler is capable of increasing the coverage of events while minimizing the amount of non-relevant content. We then propose a stream division methodology that can be accomplished in real time so that the temporal features of the expanded event streams can be analysed by a burst detection algorithm. In the final steps of the framework, the content features are extracted from each divided stream and recombined to provide a final summarization of the sub-events. The proposed framework is evaluated against traditional event detection using event recall and event precision metrics. Results show that improving the quality and coverage of event contents contribute to better event detection by identifying additional valid sub-events. The novel combination of our proposed adaptive crawler and our stream division/recombination technique provides significant gains in event recall (44.44%) and event precision (9.57%). The addition of these sub-events or pieces, allows us to get closer to solving the event puzzle. |
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| AbstractList | In an age when people are predisposed to report real-world events through their social media accounts, many researchers value the benefits of mining user generated content from social media. Compared with the traditional news media, social media services, such as Twitter, can provide more complete and timely information about the real-world events. However events are often like a puzzle and in order to solve the puzzle/understand the event, we must identify all the sub-events or pieces. Existing Twitter event monitoring systems for sub-event detection and summarization currently typically analyse events based on partial data as conventional data collection methodologies are unable to collect comprehensive event data. This results in existing systems often being unable to report sub-events in real-time and often in completely missing sub-events or pieces in the broader event puzzle. This paper proposes a Sub-event detection by real-TIme Microblog monitoring (STRIM) framework that leverages the temporal feature of an expanded set of news-worthy event content. In order to more comprehensively and accurately identify sub-events this framework first proposes the use of adaptive microblog crawling. Our adaptive microblog crawler is capable of increasing the coverage of events while minimizing the amount of non-relevant content. We then propose a stream division methodology that can be accomplished in real time so that the temporal features of the expanded event streams can be analysed by a burst detection algorithm. In the final steps of the framework, the content features are extracted from each divided stream and recombined to provide a final summarization of the sub-events. The proposed framework is evaluated against traditional event detection using event recall and event precision metrics. Results show that improving the quality and coverage of event contents contribute to better event detection by identifying additional valid sub-events. The novel combination of our proposed adaptive crawler and our stream division/recombination technique provides significant gains in event recall (44.44%) and event precision (9.57%). The addition of these sub-events or pieces, allows us to get closer to solving the event puzzle. In an age when people are predisposed to report real-world events through their social media accounts, many researchers value the benefits of mining user generated content from social media. Compared with the traditional news media, social media services, such as Twitter, can provide more complete and timely information about the real-world events. However events are often like a puzzle and in order to solve the puzzle/understand the event, we must identify all the sub-events or pieces. Existing Twitter event monitoring systems for sub-event detection and summarization currently typically analyse events based on partial data as conventional data collection methodologies are unable to collect comprehensive event data. This results in existing systems often being unable to report sub-events in real-time and often in completely missing sub-events or pieces in the broader event puzzle. This paper proposes a Sub-event detection by real-TIme Microblog monitoring (STRIM) framework that leverages the temporal feature of an expanded set of news-worthy event content. In order to more comprehensively and accurately identify sub-events this framework first proposes the use of adaptive microblog crawling. Our adaptive microblog crawler is capable of increasing the coverage of events while minimizing the amount of non-relevant content. We then propose a stream division methodology that can be accomplished in real time so that the temporal features of the expanded event streams can be analysed by a burst detection algorithm. In the final steps of the framework, the content features are extracted from each divided stream and recombined to provide a final summarization of the sub-events. The proposed framework is evaluated against traditional event detection using event recall and event precision metrics. Results show that improving the quality and coverage of event contents contribute to better event detection by identifying additional valid sub-events. The novel combination of our proposed adaptive crawler and our stream division/recombination technique provides significant gains in event recall (44.44%) and event precision (9.57%). The addition of these sub-events or pieces, allows us to get closer to solving the event puzzle.In an age when people are predisposed to report real-world events through their social media accounts, many researchers value the benefits of mining user generated content from social media. Compared with the traditional news media, social media services, such as Twitter, can provide more complete and timely information about the real-world events. However events are often like a puzzle and in order to solve the puzzle/understand the event, we must identify all the sub-events or pieces. Existing Twitter event monitoring systems for sub-event detection and summarization currently typically analyse events based on partial data as conventional data collection methodologies are unable to collect comprehensive event data. This results in existing systems often being unable to report sub-events in real-time and often in completely missing sub-events or pieces in the broader event puzzle. This paper proposes a Sub-event detection by real-TIme Microblog monitoring (STRIM) framework that leverages the temporal feature of an expanded set of news-worthy event content. In order to more comprehensively and accurately identify sub-events this framework first proposes the use of adaptive microblog crawling. Our adaptive microblog crawler is capable of increasing the coverage of events while minimizing the amount of non-relevant content. We then propose a stream division methodology that can be accomplished in real time so that the temporal features of the expanded event streams can be analysed by a burst detection algorithm. In the final steps of the framework, the content features are extracted from each divided stream and recombined to provide a final summarization of the sub-events. The proposed framework is evaluated against traditional event detection using event recall and event precision metrics. Results show that improving the quality and coverage of event contents contribute to better event detection by identifying additional valid sub-events. The novel combination of our proposed adaptive crawler and our stream division/recombination technique provides significant gains in event recall (44.44%) and event precision (9.57%). The addition of these sub-events or pieces, allows us to get closer to solving the event puzzle. |
| Audience | Academic |
| Author | Poslad, Stefan Wang, Xinyue Tokarchuk, Laurissa |
| AuthorAffiliation | Tampere University of Technology, FINLAND 1 Cognitive Science Research Group, School of Electronic Engineering and Computer Science, Queen Mary, University of London, London, United Kingdom 2 Centre for Intelligent Sensing, School of Electronic Engineering and Computer Science, Queen Mary, University of London, London, United Kingdom |
| AuthorAffiliation_xml | – name: 2 Centre for Intelligent Sensing, School of Electronic Engineering and Computer Science, Queen Mary, University of London, London, United Kingdom – name: Tampere University of Technology, FINLAND – name: 1 Cognitive Science Research Group, School of Electronic Engineering and Computer Science, Queen Mary, University of London, London, United Kingdom |
| Author_xml | – sequence: 1 givenname: Laurissa surname: Tokarchuk fullname: Tokarchuk, Laurissa – sequence: 2 givenname: Xinyue surname: Wang fullname: Wang, Xinyue – sequence: 3 givenname: Stefan surname: Poslad fullname: Poslad, Stefan |
| BackLink | https://www.ncbi.nlm.nih.gov/pubmed/29107976$$D View this record in MEDLINE/PubMed |
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| CitedBy_id | crossref_primary_10_1016_j_ipm_2019_102086 crossref_primary_10_1007_s41060_022_00335_y |
| Cites_doi | 10.17487/rfc2988 10.1609/icwsm.v9i1.14597 10.1109/TKDE.2015.2445773 10.1109/TMM.2013.2265080 10.1145/2396761.2396785 10.1609/icwsm.v8i1.14572 10.2139/ssrn.2619576 10.1007/978-3-319-14379-8_1 10.1109/WI-IAT.2013.74 10.1145/1772690.1772777 10.1609/icwsm.v8i1.14536 10.1145/2771588 10.1007/978-3-319-11746-1_1 10.1109/ASONAM.2014.6921616 10.1145/2567948.2579216 10.1371/journal.pone.0124049 10.1145/2487788.2488046 10.1371/journal.pone.0097807 10.1145/2187980.2188180 10.1109/ICDM.2013.86 10.1371/journal.pone.0131184 10.1145/1963405.1963500 10.1145/2492517.2492624 10.1109/MIS.2012.6 10.1145/2390034.2390039 10.1145/2428736.2428768 10.1145/2124295.2124360 10.1109/PASSAT/SocialCom.2011.31 10.14778/2536274.2536307 10.1145/2339530.2339704 |
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| Copyright | COPYRIGHT 2017 Public Library of Science 2017 Tokarchuk et al. This is an open access article distributed under the terms of the Creative Commons Attribution License: http://creativecommons.org/licenses/by/4.0/ (the “License”), which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License. 2017 Tokarchuk et al 2017 Tokarchuk et al |
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| References | ref13 ref35 ref34 LM Aiello (ref6) 2013; 15 ref15 ref37 ref36 ref31 ref30 ref11 ref33 ref10 ref32 D Shamma (ref12) 2010 ref17 ref39 ref38 ref19 ref18 M Osborne (ref14) 2014 ref24 ref46 ref23 ref45 J Hurlock (ref16) 2011 J Allan (ref25) 2002 ref48 ref47 ref20 T Cheng (ref40) 2014; 9 ref42 Y-H Eom (ref43); 10 ref44 C Martin (ref2) 2015 J Yin (ref9) 2012; 27 ref28 ref27 F Barnas (ref22) 2013 ref29 ref8 M Imran (ref26) 2015; 47 H Cai (ref21) 2015; vol. 27 ref4 F Chierichetti (ref1) 2014 ref3 ref5 PS Earle (ref41); 54 E del Val (ref7) 2015; 10 24893168 - PLoS One. 2014 Jun 03;9(6):e97807 25961305 - PLoS One. 2015 May 11;10(5):e0124049 26161795 - PLoS One. 2015 Jul 10;10(7):e0131184 |
| References_xml | – ident: ref47 doi: 10.17487/rfc2988 – ident: ref27 doi: 10.1609/icwsm.v9i1.14597 – start-page: 21 year: 2015 ident: ref2 article-title: Advances in Social Media Analysis – start-page: 1 year: 2002 ident: ref25 article-title: Topic detection and tracking – volume: vol. 27 start-page: 3001 issue: no. 11 year: 2015 ident: ref21 article-title: Indexing Evolving Events from Tweet Streams publication-title: IEEE Transactions on Knowledge and Data Engineering doi: 10.1109/TKDE.2015.2445773 – ident: ref20 – volume: 15 start-page: 1268 issue: 6 year: 2013 ident: ref6 article-title: Sensing trending topics in Twitter publication-title: IEEE Transactions on Multimedia doi: 10.1109/TMM.2013.2265080 – ident: ref34 doi: 10.1145/2396761.2396785 – ident: ref29 – year: 2014 ident: ref14 article-title: Facebook, Twitter and Google Plus for breaking news: Is there a winner? doi: 10.1609/icwsm.v8i1.14572 – ident: ref23 doi: 10.2139/ssrn.2619576 – ident: ref24 – ident: ref32 doi: 10.1007/978-3-319-14379-8_1 – ident: ref13 doi: 10.1109/WI-IAT.2013.74 – ident: ref39 doi: 10.1145/1772690.1772777 – year: 2014 ident: ref1 article-title: Event Detection via Communication Pattern Analysis doi: 10.1609/icwsm.v8i1.14536 – ident: ref19 – volume: 47 start-page: 4 year: 2015 ident: ref26 article-title: Processing Social Media Messages in Mass Emergency: A Survey publication-title: ACM Computing Survey doi: 10.1145/2771588 – ident: ref5 doi: 10.1007/978-3-319-11746-1_1 – ident: ref46 doi: 10.1109/ASONAM.2014.6921616 – ident: ref37 doi: 10.1145/2567948.2579216 – volume: 10 start-page: e0124049 issue: 5 year: 2015 ident: ref7 article-title: Does the Type of Event Influence How User Interactions Evolve on Twitter? publication-title: PLOS one doi: 10.1371/journal.pone.0124049 – ident: ref11 – ident: ref17 – ident: ref8 doi: 10.1145/2487788.2488046 – volume: 9 start-page: e97807 issue: 6 year: 2014 ident: ref40 article-title: Event Detection using Twitter: A Spatio-Temporal Approach publication-title: PLoS ONE doi: 10.1371/journal.pone.0097807 – start-page: 589 year: 2010 ident: ref12 article-title: Tweetgeist: Can the twitter timeline reveal the structure of broadcast events publication-title: CSCW Horizons – ident: ref30 – ident: ref10 doi: 10.1145/2187980.2188180 – ident: ref35 doi: 10.1109/ICDM.2013.86 – volume: 10 start-page: e0131184 issue: 7 ident: ref43 article-title: Twitter-Based Analysis of the Dynamics of Collective Attention to Political Parties publication-title: PLoS ONE doi: 10.1371/journal.pone.0131184 – ident: ref18 doi: 10.1145/1963405.1963500 – year: 2013 ident: ref22 article-title: Broadcast News: Writing, Reporting, and Producing – ident: ref45 doi: 10.1145/2492517.2492624 – volume: 27 start-page: 52 issue: 6 year: 2012 ident: ref9 article-title: Using social media to enhance emergency situation awareness publication-title: IEEE Intelligent Systems doi: 10.1109/MIS.2012.6 – ident: ref44 – ident: ref4 doi: 10.1145/2390034.2390039 – ident: ref28 – ident: ref42 – ident: ref36 doi: 10.1145/2428736.2428768 – volume: 54 start-page: 2012 issue: 6 ident: ref41 article-title: Twitter earthquake detection: earthquake monitoring in a social world publication-title: Annals of Geophysics – ident: ref3 doi: 10.1145/2124295.2124360 – ident: ref48 doi: 10.1109/PASSAT/SocialCom.2011.31 – ident: ref15 doi: 10.14778/2536274.2536307 – start-page: 161 year: 2011 ident: ref16 article-title: Searching Twitter: Separating the Tweet from the Chaff – ident: ref38 doi: 10.1145/2339530.2339704 – ident: ref33 – ident: ref31 – reference: 25961305 - PLoS One. 2015 May 11;10(5):e0124049 – reference: 26161795 - PLoS One. 2015 Jul 10;10(7):e0131184 – reference: 24893168 - PLoS One. 2014 Jun 03;9(6):e97807 |
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| Title | Piecing together the puzzle: Improving event content coverage for real-time sub-event detection using adaptive microblog crawling |
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| Volume | 12 |
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