Evaluating Google, Twitter, and Wikipedia as Tools for Influenza Surveillance Using Bayesian Change Point Analysis: A Comparative Analysis

JMIR Public Health and Surveillance - Tập 2 Số 2 - Trang e161
J. Danielle Sharpe1,2, Richard S. Hopkins1, Robert L. Cook1, Catherine W. Striley1
1College of Public Health and Health Professions, Department of Epidemiology, University of Florida, Gainesville, FL, United States
2Rollins School of Public Health, Department of Epidemiology, Emory University, Atlanta, GA, United States

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10.1038/srep09540

2010, MMWR Morb Mortal Wkly Rep, 59, 1057

Centers for Disease Control and Prevention20152016-03-26Overview of influenza surveillance in the United States http://www.cdc.gov/flu/weekly/overview.htm

FairchildGDe SilvaLDel ValleSSegreAEliciting disease data from Wikipedia articles2015Ninth International AAAI Conference on Web and Social Media2015Oxford, England2633

Buehler, JW, 2004, MMWR Recomm Rep, 53, 1

Buehler, JW, 2008, Adv Dis Surveill, 6, 1

Henning, KJ, 2004, MMWR Suppl, 53, 5

10.2196/jmir.2740

10.2196/jmir.1157

10.1371/journal.pcbi.1002616

International Telecommunication Union2016-03-26ICT facts and figures: the world in 2015 http://www.itu.int/en/ITU-D/Statistics/Documents/facts/ICTFactsFigures2015.pdf

10.1038/nature07634

10.1371/journal.pone.0023610

10.1038/494155a

10.1126/science.1248506

10.1371/journal.pcbi.1003256

Google2016-03-26Google Flu Trends http://www.google.org/flutrends/about/

10.1126/science.345.6193.148-a

10.2196/jmir.3532

10.1371/journal.pone.0083672

10.1371/journal.pone.0019467

10.2196/jmir.3416

AramakiEMaskawaSMoritaMTwitter catches the flu: detecting influenza epidemics using Twitter2011Conference on Empirical Natural Language Processing Conference (EMNLP)2011Edinburgh, Scotland15681576

10.2196/publichealth.4472

10.1371/journal.pcbi.1003892

10.1371/journal.pcbi.1004239

10.1371/journal.pcbi.1003581

10.1197/jamia.M3059

10.1080/10410236.2011.571759

2013, MMWR Morb Mortal Wkly Rep, 62, 473

Epperson, S, 2014, MMWR Morb Mortal Wkly Rep, 63, 483

Appiah, GD, 2015, MMWR Morb Mortal Wkly Rep, 64, 583

Centers for Disease Control and Prevention2016-03-26MMWR weeks https://wwwn.cdc.gov:443/nndss/document/MMWR_Week_overview.pdf

Centers for Disease Control and Prevention2016-03-26FluView Interactive http://gis.cdc.gov/grasp/fluview/fluportaldashboard.html

DredzeMChengRPaulMBroniatowskiDHealthTweets.org: a platform for public health surveillance using Twitter2014Twenty-Eighth AAAI Conference on Artificial Intelligence2014Quebec City, Quebec, Canada

LambAPaulMDredzeMSeparating fact from fear: tracking flu infections on TwitterProceedings of the 2013 Conference of the North American Chapter of the Association for Computational Linguistics (NAACL): Human Language Technologies2013Conference of the North American Chapter of the Association for Computational Linguistics (NAACL): Human Language Technologies2013Atlanta, GA789795

Wikimedia2016-03-26Page view statistics for Wikimedia projects http://dumps.wikimedia.org/other/pagecounts-raw/

10.1063/1.4907823

10.18637/jss.v023.i03

10.1093/bioinformatics/btn404

10.1136/bmjopen-2015-010709

10.1073/pnas.1013006108

10.1136/amiajnl-2011-000793

WangXEmersonJarxiv20152016-10-17Bayesian change point analysis of linear models on general graphs https://arxiv.org/pdf/1509.00817

Rstudio20152016-03-26Boston, MARStudio, IncRStudio: integrated development for R https://www.rstudio.com/

Barry, D, 1993, JASA, 88, 309, 10.1080/01621459.1993.10594323

German, RR, 2001, MMWR Recomm Rep, 50, 1

10.1371/currents.outbreaks.90b9ed0f59bae4ccaa683a39865d9117

Kass-HoutTGoogle20132016-03-26Change point analysis: Introduction https://sites.google.com/site/changepointanalysis/

10.2196/jmir.2102

10.1109/DICTAP.2014.6821682

Pew Research Center2016-03-26Internet user demographics http://www.pewinternet.org/data-trend/internet-use/latest-stats/

10.1016/j.chb.2015.08.023

10.7717/peerj.647

10.2196/jmir.4517

10.5888/pcd12.150140

10.2196/mental.4113

10.1371/journal.pcbi.1004513