Classifying and Summarizing Information from Microblogs During Epidemics
Identifieur interne : 001716 ( Ncbi/Checkpoint ); précédent : 001715; suivant : 001717Classifying and Summarizing Information from Microblogs During Epidemics
Auteurs : Koustav Rudra [Inde] ; Ashish Sharma [Inde] ; Niloy Ganguly [Inde] ; Muhammad Imran [Qatar]Source :
- Information Systems Frontiers [ 1387-3326 ] ; 2018.
Abstract
During a new disease outbreak, frustration and uncertainties among affected and vulnerable population increase. Affected communities look for known symptoms, prevention measures, and treatment strategies. On the other hand, health organizations try to get situational updates to assess the severity of the outbreak, known affected cases, and other details. Recent emergence of social media platforms such as Twitter provide convenient ways and fast access to disseminate and consume information to/from a wider audience. Research studies have shown potential of this online information to address information needs of concerned authorities during outbreaks, epidemics, and pandemics. In this work, we target three types of end-users (i) vulnerable population—people who are not yet affected and are looking for prevention related information (ii) affected population—people who are affected and looking for treatment related information, and (iii) health organizations—like WHO, who are interested in gaining situational awareness to make timely decisions. We use Twitter data from two recent outbreaks (Ebola and MERS) to build an automatic classification approach useful to categorize tweets into different disease related categories. Moreover, the classified messages are used to generate different kinds of summaries useful for affected and vulnerable communities as well as health organizations. Results obtained from extensive experimentation show the effectiveness of the proposed approach.
Url:
DOI: 10.1007/s10796-018-9844-9
PubMed: NONE
PubMed Central: 7087635
Affiliations:
Links toward previous steps (curation, corpus...)
- to stream Pmc, to step Corpus: 000268
- to stream Pmc, to step Curation: 000268
- to stream Pmc, to step Checkpoint: 000343
- to stream Ncbi, to step Merge: 001716
- to stream Ncbi, to step Curation: 001716
Links to Exploration step
PMC:7087635Le document en format XML
<record><TEI><teiHeader><fileDesc><titleStmt><title xml:lang="en">Classifying and Summarizing Information from Microblogs During Epidemics</title>
<author><name sortKey="Rudra, Koustav" sort="Rudra, Koustav" uniqKey="Rudra K" first="Koustav" last="Rudra">Koustav Rudra</name>
<affiliation wicri:level="1"><nlm:aff id="Aff1"><institution-wrap><institution-id institution-id-type="ISNI">0000 0001 0153 2859</institution-id>
<institution-id institution-id-type="GRID">grid.429017.9</institution-id>
<institution>IIT Kharagpur,</institution>
</institution-wrap>
Kharagpur, India</nlm:aff>
<country xml:lang="fr">Inde</country>
<wicri:regionArea>Kharagpur</wicri:regionArea>
</affiliation>
</author>
<author><name sortKey="Sharma, Ashish" sort="Sharma, Ashish" uniqKey="Sharma A" first="Ashish" last="Sharma">Ashish Sharma</name>
<affiliation wicri:level="1"><nlm:aff id="Aff1"><institution-wrap><institution-id institution-id-type="ISNI">0000 0001 0153 2859</institution-id>
<institution-id institution-id-type="GRID">grid.429017.9</institution-id>
<institution>IIT Kharagpur,</institution>
</institution-wrap>
Kharagpur, India</nlm:aff>
<country xml:lang="fr">Inde</country>
<wicri:regionArea>Kharagpur</wicri:regionArea>
</affiliation>
</author>
<author><name sortKey="Ganguly, Niloy" sort="Ganguly, Niloy" uniqKey="Ganguly N" first="Niloy" last="Ganguly">Niloy Ganguly</name>
<affiliation wicri:level="1"><nlm:aff id="Aff1"><institution-wrap><institution-id institution-id-type="ISNI">0000 0001 0153 2859</institution-id>
<institution-id institution-id-type="GRID">grid.429017.9</institution-id>
<institution>IIT Kharagpur,</institution>
</institution-wrap>
Kharagpur, India</nlm:aff>
<country xml:lang="fr">Inde</country>
<wicri:regionArea>Kharagpur</wicri:regionArea>
</affiliation>
</author>
<author><name sortKey="Imran, Muhammad" sort="Imran, Muhammad" uniqKey="Imran M" first="Muhammad" last="Imran">Muhammad Imran</name>
<affiliation wicri:level="1"><nlm:aff id="Aff2"><institution-wrap><institution-id institution-id-type="ISNI">0000 0004 1789 3191</institution-id>
<institution-id institution-id-type="GRID">grid.452146.0</institution-id>
<institution>Qatar Computing Research Institute,</institution>
<institution>HBKU,</institution>
</institution-wrap>
Doha, Qatar</nlm:aff>
<country xml:lang="fr">Qatar</country>
<wicri:regionArea>Doha</wicri:regionArea>
</affiliation>
</author>
</titleStmt>
<publicationStmt><idno type="wicri:source">PMC</idno>
<idno type="pmc">7087635</idno>
<idno type="url">http://www.ncbi.nlm.nih.gov/pmc/articles/PMC7087635</idno>
<idno type="RBID">PMC:7087635</idno>
<idno type="doi">10.1007/s10796-018-9844-9</idno>
<idno type="pmid">NONE</idno>
<date when="2018">2018</date>
<idno type="wicri:Area/Pmc/Corpus">000268</idno>
<idno type="wicri:explorRef" wicri:stream="Pmc" wicri:step="Corpus" wicri:corpus="PMC">000268</idno>
<idno type="wicri:Area/Pmc/Curation">000268</idno>
<idno type="wicri:explorRef" wicri:stream="Pmc" wicri:step="Curation">000268</idno>
<idno type="wicri:Area/Pmc/Checkpoint">000343</idno>
<idno type="wicri:explorRef" wicri:stream="Pmc" wicri:step="Checkpoint">000343</idno>
<idno type="wicri:Area/Ncbi/Merge">001716</idno>
<idno type="wicri:Area/Ncbi/Curation">001716</idno>
<idno type="wicri:Area/Ncbi/Checkpoint">001716</idno>
</publicationStmt>
<sourceDesc><biblStruct><analytic><title xml:lang="en" level="a" type="main">Classifying and Summarizing Information from Microblogs During Epidemics</title>
<author><name sortKey="Rudra, Koustav" sort="Rudra, Koustav" uniqKey="Rudra K" first="Koustav" last="Rudra">Koustav Rudra</name>
<affiliation wicri:level="1"><nlm:aff id="Aff1"><institution-wrap><institution-id institution-id-type="ISNI">0000 0001 0153 2859</institution-id>
<institution-id institution-id-type="GRID">grid.429017.9</institution-id>
<institution>IIT Kharagpur,</institution>
</institution-wrap>
Kharagpur, India</nlm:aff>
<country xml:lang="fr">Inde</country>
<wicri:regionArea>Kharagpur</wicri:regionArea>
</affiliation>
</author>
<author><name sortKey="Sharma, Ashish" sort="Sharma, Ashish" uniqKey="Sharma A" first="Ashish" last="Sharma">Ashish Sharma</name>
<affiliation wicri:level="1"><nlm:aff id="Aff1"><institution-wrap><institution-id institution-id-type="ISNI">0000 0001 0153 2859</institution-id>
<institution-id institution-id-type="GRID">grid.429017.9</institution-id>
<institution>IIT Kharagpur,</institution>
</institution-wrap>
Kharagpur, India</nlm:aff>
<country xml:lang="fr">Inde</country>
<wicri:regionArea>Kharagpur</wicri:regionArea>
</affiliation>
</author>
<author><name sortKey="Ganguly, Niloy" sort="Ganguly, Niloy" uniqKey="Ganguly N" first="Niloy" last="Ganguly">Niloy Ganguly</name>
<affiliation wicri:level="1"><nlm:aff id="Aff1"><institution-wrap><institution-id institution-id-type="ISNI">0000 0001 0153 2859</institution-id>
<institution-id institution-id-type="GRID">grid.429017.9</institution-id>
<institution>IIT Kharagpur,</institution>
</institution-wrap>
Kharagpur, India</nlm:aff>
<country xml:lang="fr">Inde</country>
<wicri:regionArea>Kharagpur</wicri:regionArea>
</affiliation>
</author>
<author><name sortKey="Imran, Muhammad" sort="Imran, Muhammad" uniqKey="Imran M" first="Muhammad" last="Imran">Muhammad Imran</name>
<affiliation wicri:level="1"><nlm:aff id="Aff2"><institution-wrap><institution-id institution-id-type="ISNI">0000 0004 1789 3191</institution-id>
<institution-id institution-id-type="GRID">grid.452146.0</institution-id>
<institution>Qatar Computing Research Institute,</institution>
<institution>HBKU,</institution>
</institution-wrap>
Doha, Qatar</nlm:aff>
<country xml:lang="fr">Qatar</country>
<wicri:regionArea>Doha</wicri:regionArea>
</affiliation>
</author>
</analytic>
<series><title level="j">Information Systems Frontiers</title>
<idno type="ISSN">1387-3326</idno>
<idno type="eISSN">1572-9419</idno>
<imprint><date when="2018">2018</date>
</imprint>
</series>
</biblStruct>
</sourceDesc>
</fileDesc>
<profileDesc><textClass></textClass>
</profileDesc>
</teiHeader>
<front><div type="abstract" xml:lang="en"><p id="Par5">During a new disease outbreak, frustration and uncertainties among affected and vulnerable population increase. Affected communities look for known symptoms, prevention measures, and treatment strategies. On the other hand, health organizations try to get situational updates to assess the severity of the outbreak, known affected cases, and other details. Recent emergence of social media platforms such as Twitter provide convenient ways and fast access to disseminate and consume information to/from a wider audience. Research studies have shown potential of this online information to address information needs of concerned authorities during outbreaks, epidemics, and pandemics. In this work, we target three types of end-users (i) vulnerable population—people who are not yet affected and are looking for prevention related information (ii) affected population—people who are affected and looking for treatment related information, and (iii) health organizations—like WHO, who are interested in gaining situational awareness to make timely decisions. We use Twitter data from two recent outbreaks (Ebola and MERS) to build an automatic classification approach useful to categorize tweets into different disease related categories. Moreover, the classified messages are used to generate different kinds of summaries useful for affected and vulnerable communities as well as health organizations. Results obtained from extensive experimentation show the effectiveness of the proposed approach.</p>
</div>
</front>
<back><div1 type="bibliography"><listBibl><biblStruct></biblStruct>
<biblStruct></biblStruct>
<biblStruct><analytic><author><name sortKey="Bodenreider, O" uniqKey="Bodenreider O">O Bodenreider</name>
</author>
</analytic>
</biblStruct>
<biblStruct></biblStruct>
<biblStruct></biblStruct>
<biblStruct></biblStruct>
<biblStruct></biblStruct>
<biblStruct><analytic><author><name sortKey="Denecke, K" uniqKey="Denecke K">K Denecke</name>
</author>
<author><name sortKey="Nejdl, W" uniqKey="Nejdl W">W Nejdl</name>
</author>
</analytic>
</biblStruct>
<biblStruct></biblStruct>
<biblStruct></biblStruct>
<biblStruct><analytic><author><name sortKey="Fox, S" uniqKey="Fox S">S Fox</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Friedman, C" uniqKey="Friedman C">C Friedman</name>
</author>
<author><name sortKey="Hripcsak, G" uniqKey="Hripcsak G">G Hripcsak</name>
</author>
<author><name sortKey="Shagina, L" uniqKey="Shagina L">L Shagina</name>
</author>
<author><name sortKey="Liu, H" uniqKey="Liu H">H Liu</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Friedman, C" uniqKey="Friedman C">C Friedman</name>
</author>
<author><name sortKey="Shagina, L" uniqKey="Shagina L">L Shagina</name>
</author>
<author><name sortKey="Lussier, Y" uniqKey="Lussier Y">Y Lussier</name>
</author>
<author><name sortKey="Hripcsak, G" uniqKey="Hripcsak G">G Hripcsak</name>
</author>
</analytic>
</biblStruct>
<biblStruct></biblStruct>
<biblStruct></biblStruct>
<biblStruct></biblStruct>
<biblStruct></biblStruct>
<biblStruct></biblStruct>
<biblStruct><analytic><author><name sortKey="Hripcsak, G" uniqKey="Hripcsak G">G Hripcsak</name>
</author>
<author><name sortKey="Austin, Jh" uniqKey="Austin J">JH Austin</name>
</author>
<author><name sortKey="Alderson, Po" uniqKey="Alderson P">PO Alderson</name>
</author>
<author><name sortKey="Friedman, C" uniqKey="Friedman C">C Friedman</name>
</author>
</analytic>
</biblStruct>
<biblStruct></biblStruct>
<biblStruct></biblStruct>
<biblStruct><analytic><author><name sortKey="Kinnane, Na" uniqKey="Kinnane N">NA Kinnane</name>
</author>
<author><name sortKey="Milne, Dj" uniqKey="Milne D">DJ Milne</name>
</author>
</analytic>
</biblStruct>
<biblStruct></biblStruct>
<biblStruct></biblStruct>
<biblStruct></biblStruct>
<biblStruct></biblStruct>
<biblStruct><analytic><author><name sortKey="Park, A" uniqKey="Park A">A Park</name>
</author>
<author><name sortKey="Hartzler, Al" uniqKey="Hartzler A">AL Hartzler</name>
</author>
<author><name sortKey="Huh, J" uniqKey="Huh J">J Huh</name>
</author>
<author><name sortKey="Mcdonald, Dw" uniqKey="Mcdonald D">DW McDonald</name>
</author>
<author><name sortKey="Pratt, W" uniqKey="Pratt W">W Pratt</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Paul, Mj" uniqKey="Paul M">MJ Paul</name>
</author>
<author><name sortKey="Dredze, M" uniqKey="Dredze M">M Dredze</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Pedregosa, F" uniqKey="Pedregosa F">F Pedregosa</name>
</author>
<author><name sortKey="Varoquaux, G" uniqKey="Varoquaux G">G Varoquaux</name>
</author>
<author><name sortKey="Gramfort, A" uniqKey="Gramfort A">A Gramfort</name>
</author>
<author><name sortKey="Michel, V" uniqKey="Michel V">V Michel</name>
</author>
<author><name sortKey="Thirion, B" uniqKey="Thirion B">B Thirion</name>
</author>
<author><name sortKey="Grisel, O" uniqKey="Grisel O">O Grisel</name>
</author>
<author><name sortKey="Blondel, M" uniqKey="Blondel M">M Blondel</name>
</author>
<author><name sortKey="Prettenhofer, P" uniqKey="Prettenhofer P">P Prettenhofer</name>
</author>
<author><name sortKey="Weiss, R" uniqKey="Weiss R">R Weiss</name>
</author>
<author><name sortKey="Dubourg, V" uniqKey="Dubourg V">V Dubourg</name>
</author>
<author><name sortKey="Vanderplas, J" uniqKey="Vanderplas J">J Vanderplas</name>
</author>
<author><name sortKey="Passos, A" uniqKey="Passos A">A Passos</name>
</author>
<author><name sortKey="Cournapeau, D" uniqKey="Cournapeau D">D Cournapeau</name>
</author>
<author><name sortKey="Brucher, M" uniqKey="Brucher M">M Brucher</name>
</author>
<author><name sortKey="Perrot, M" uniqKey="Perrot M">M Perrot</name>
</author>
<author><name sortKey="Duchesnay, E" uniqKey="Duchesnay E">E Duchesnay</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Roberts, K" uniqKey="Roberts K">K Roberts</name>
</author>
<author><name sortKey="Harabagiu, Sm" uniqKey="Harabagiu S">SM Harabagiu</name>
</author>
</analytic>
</biblStruct>
<biblStruct></biblStruct>
<biblStruct></biblStruct>
<biblStruct><analytic><author><name sortKey="Savova, Gk" uniqKey="Savova G">GK Savova</name>
</author>
<author><name sortKey="Masanz, Jj" uniqKey="Masanz J">JJ Masanz</name>
</author>
<author><name sortKey="Ogren, Pv" uniqKey="Ogren P">PV Ogren</name>
</author>
<author><name sortKey="Zheng, J" uniqKey="Zheng J">J Zheng</name>
</author>
<author><name sortKey="Sohn, S" uniqKey="Sohn S">S Sohn</name>
</author>
<author><name sortKey="Kipper Schuler, Kc" uniqKey="Kipper Schuler K">KC Kipper-Schuler</name>
</author>
<author><name sortKey="Chute, Cg" uniqKey="Chute C">CG Chute</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Scanfeld, D" uniqKey="Scanfeld D">D Scanfeld</name>
</author>
<author><name sortKey="Scanfeld, V" uniqKey="Scanfeld V">V Scanfeld</name>
</author>
<author><name sortKey="Larson, El" uniqKey="Larson E">EL Larson</name>
</author>
</analytic>
</biblStruct>
<biblStruct></biblStruct>
<biblStruct></biblStruct>
<biblStruct><analytic><author><name sortKey="Uzuner, O" uniqKey="Uzuner O">Ö Uzuner</name>
</author>
<author><name sortKey="South, Br" uniqKey="South B">BR South</name>
</author>
<author><name sortKey="Shen, S" uniqKey="Shen S">S Shen</name>
</author>
<author><name sortKey="Duvall, Sl" uniqKey="Duvall S">SL DuVall</name>
</author>
</analytic>
</biblStruct>
<biblStruct></biblStruct>
<biblStruct><analytic><author><name sortKey="Yang, Fc" uniqKey="Yang F">FC Yang</name>
</author>
<author><name sortKey="Lee, Aj" uniqKey="Lee A">AJ Lee</name>
</author>
<author><name sortKey="Kuo, Sc" uniqKey="Kuo S">SC Kuo</name>
</author>
</analytic>
</biblStruct>
<biblStruct></biblStruct>
</listBibl>
</div1>
</back>
</TEI>
<affiliations><list><country><li>Inde</li>
<li>Qatar</li>
</country>
</list>
<tree><country name="Inde"><noRegion><name sortKey="Rudra, Koustav" sort="Rudra, Koustav" uniqKey="Rudra K" first="Koustav" last="Rudra">Koustav Rudra</name>
</noRegion>
<name sortKey="Ganguly, Niloy" sort="Ganguly, Niloy" uniqKey="Ganguly N" first="Niloy" last="Ganguly">Niloy Ganguly</name>
<name sortKey="Sharma, Ashish" sort="Sharma, Ashish" uniqKey="Sharma A" first="Ashish" last="Sharma">Ashish Sharma</name>
</country>
<country name="Qatar"><noRegion><name sortKey="Imran, Muhammad" sort="Imran, Muhammad" uniqKey="Imran M" first="Muhammad" last="Imran">Muhammad Imran</name>
</noRegion>
</country>
</tree>
</affiliations>
</record>
Pour manipuler ce document sous Unix (Dilib)
EXPLOR_STEP=$WICRI_ROOT/Wicri/Sante/explor/CovidV2/Data/Ncbi/Checkpoint
HfdSelect -h $EXPLOR_STEP/biblio.hfd -nk 001716 | SxmlIndent | more
Ou
HfdSelect -h $EXPLOR_AREA/Data/Ncbi/Checkpoint/biblio.hfd -nk 001716 | SxmlIndent | more
Pour mettre un lien sur cette page dans le réseau Wicri
{{Explor lien |wiki= Wicri/Sante |area= CovidV2 |flux= Ncbi |étape= Checkpoint |type= RBID |clé= PMC:7087635 |texte= Classifying and Summarizing Information from Microblogs During Epidemics }}
Pour générer des pages wiki
HfdIndexSelect -h $EXPLOR_AREA/Data/Ncbi/Checkpoint/RBID.i -Sk "pubmed:NONE" \ | HfdSelect -Kh $EXPLOR_AREA/Data/Ncbi/Checkpoint/biblio.hfd \ | NlmPubMed2Wicri -a CovidV2
This area was generated with Dilib version V0.6.33. |