SlideShare ist ein Scribd-Unternehmen logo
1 von 19
 
HOW ? By processing hundreds of billions of individual searches from 5 years (2003-2008) of Google search logs To track influenza-like illness in a population.
PREVIOUS ATTEMPS  ,[object Object],[object Object],[object Object],[object Object]
HOW EXACTLY ? ,[object Object],[object Object],[object Object],[object Object]
MEAN CORRELATION 0.97
 
Texte
Texte
 
J. S. Brownstein, C. Freifeld, C. Madoff, 2009 “ Digital Disease Detection” New England Journal of Medicine 360, no. 21
Jurgen Doornik 2009 “ Improving the Timeliness of Data on Influenza-like Illnesses using Google Search Data” (unpublished)
Hyunyoung Choi and Hal Varian, 2009 “Predicting the Present with Google Trends”  http://googleresearch.blogspot.com
N. Askitas and K. Zimmermann, 2009 “Google Econometrics and Unemployment Forecasting.”
G. K., Webb, 2009 "Forecasting U.S. Home Foreclosures with an Index of Internet Keyword Searches" In Value Creation in E-Business Management
J. Azar, 2009 "Electric Cars and Oil Prices" SSRN eLibrary   
Laura Granka 2009 "Inferring the Public Agenda from Implicit Query Data" Proceeding SIGIR 2009
M. Scharkow / J. Vogelgesang, 2009 "Google Insights for Search: A Methodological Innovation in the Study of the Public Agenda? » DGPuK Conference
Yair Shimshoni Niv Efron Yossi Matias, 2009 "On the Predictability of Search Trends" Google, Israel Labs
R. Karthik, A. Rachakonda, S. Srinivasa, 2008 "Query Heartbeat" In proceeding of COMAD

Weitere ähnliche Inhalte

Ähnlich wie Tracking influenza trends using search queries

Khoury ashg2014
Khoury ashg2014Khoury ashg2014
Khoury ashg2014muink
 
Breakthrough Advocacy for Research
Breakthrough Advocacy for ResearchBreakthrough Advocacy for Research
Breakthrough Advocacy for ResearchResearch!America
 
2013 dec 26_bgu_israel_seminar_l_luciano
2013 dec 26_bgu_israel_seminar_l_luciano2013 dec 26_bgu_israel_seminar_l_luciano
2013 dec 26_bgu_israel_seminar_l_lucianoJoanne Luciano
 
Dont believe the hype final
Dont believe the hype finalDont believe the hype final
Dont believe the hype finalcmsrulibrary
 
Digital Demography - WWW'17 Tutorial - Part II
Digital Demography - WWW'17 Tutorial - Part IIDigital Demography - WWW'17 Tutorial - Part II
Digital Demography - WWW'17 Tutorial - Part IIIngmar Weber
 
Eysenbach: Consumer health informatics
Eysenbach: Consumer health informaticsEysenbach: Consumer health informatics
Eysenbach: Consumer health informaticsGunther Eysenbach
 
Big Data and Population Health: SBM 2015
Big Data and Population Health: SBM 2015Big Data and Population Health: SBM 2015
Big Data and Population Health: SBM 2015Bradford Hesse
 
Critiquing Quantitative and Qualitative Study.docx
Critiquing Quantitative and Qualitative Study.docxCritiquing Quantitative and Qualitative Study.docx
Critiquing Quantitative and Qualitative Study.docxstudywriters
 
Big Data and the Future by Sherri Rose
Big Data and the Future by Sherri RoseBig Data and the Future by Sherri Rose
Big Data and the Future by Sherri RoseLewis Lin 🦊
 
Health Related CMC Backgrounds
Health Related CMC BackgroundsHealth Related CMC Backgrounds
Health Related CMC Backgroundsguestf01d8a
 
WSDM2015Tutorial.pdf
WSDM2015Tutorial.pdfWSDM2015Tutorial.pdf
WSDM2015Tutorial.pdfssuser2c7393
 
From Research to Practice - New Models for Data-sharing and Collaboration to ...
From Research to Practice - New Models for Data-sharing and Collaboration to ...From Research to Practice - New Models for Data-sharing and Collaboration to ...
From Research to Practice - New Models for Data-sharing and Collaboration to ...Health Data Consortium
 
Spatial Data for Health: What’s Changed in Terms of Availability and Quality?
Spatial Data for Health: What’s Changed in Terms of Availability and Quality?Spatial Data for Health: What’s Changed in Terms of Availability and Quality?
Spatial Data for Health: What’s Changed in Terms of Availability and Quality?MEASURE Evaluation
 
1.4 Holger Woehrle
1.4 Holger Woehrle1.4 Holger Woehrle
1.4 Holger Woehrlebrnmomentum
 
Embi cri review-2013-final
Embi cri review-2013-finalEmbi cri review-2013-final
Embi cri review-2013-finalPeter Embi
 
Health Data Innovation (Wolfram Data Summit)
Health Data Innovation (Wolfram Data Summit)Health Data Innovation (Wolfram Data Summit)
Health Data Innovation (Wolfram Data Summit)Peter Speyer
 
Bian_Part-1-Presentation.pptx
Bian_Part-1-Presentation.pptxBian_Part-1-Presentation.pptx
Bian_Part-1-Presentation.pptxDesignoffice5
 
สารสนเทศเพื่อการบริหารโรงพยาบาลและองค์กรพยาบาล (May 19, 2017)
สารสนเทศเพื่อการบริหารโรงพยาบาลและองค์กรพยาบาล (May 19, 2017)สารสนเทศเพื่อการบริหารโรงพยาบาลและองค์กรพยาบาล (May 19, 2017)
สารสนเทศเพื่อการบริหารโรงพยาบาลและองค์กรพยาบาล (May 19, 2017)Nawanan Theera-Ampornpunt
 

Ähnlich wie Tracking influenza trends using search queries (20)

Khoury ashg2014
Khoury ashg2014Khoury ashg2014
Khoury ashg2014
 
Breakthrough Advocacy for Research
Breakthrough Advocacy for ResearchBreakthrough Advocacy for Research
Breakthrough Advocacy for Research
 
2013 dec 26_bgu_israel_seminar_l_luciano
2013 dec 26_bgu_israel_seminar_l_luciano2013 dec 26_bgu_israel_seminar_l_luciano
2013 dec 26_bgu_israel_seminar_l_luciano
 
Dont believe the hype final
Dont believe the hype finalDont believe the hype final
Dont believe the hype final
 
Digital Demography - WWW'17 Tutorial - Part II
Digital Demography - WWW'17 Tutorial - Part IIDigital Demography - WWW'17 Tutorial - Part II
Digital Demography - WWW'17 Tutorial - Part II
 
Eysenbach: Consumer health informatics
Eysenbach: Consumer health informaticsEysenbach: Consumer health informatics
Eysenbach: Consumer health informatics
 
Big Data and Population Health: SBM 2015
Big Data and Population Health: SBM 2015Big Data and Population Health: SBM 2015
Big Data and Population Health: SBM 2015
 
Critiquing Quantitative and Qualitative Study.docx
Critiquing Quantitative and Qualitative Study.docxCritiquing Quantitative and Qualitative Study.docx
Critiquing Quantitative and Qualitative Study.docx
 
Big Data and the Future by Sherri Rose
Big Data and the Future by Sherri RoseBig Data and the Future by Sherri Rose
Big Data and the Future by Sherri Rose
 
How to Outsmart Dr. Google
How to Outsmart Dr. GoogleHow to Outsmart Dr. Google
How to Outsmart Dr. Google
 
Health Related CMC Backgrounds
Health Related CMC BackgroundsHealth Related CMC Backgrounds
Health Related CMC Backgrounds
 
WSDM2015Tutorial.pdf
WSDM2015Tutorial.pdfWSDM2015Tutorial.pdf
WSDM2015Tutorial.pdf
 
From Research to Practice: New Models for Data-sharing and Collaboration to I...
From Research to Practice: New Models for Data-sharing and Collaboration to I...From Research to Practice: New Models for Data-sharing and Collaboration to I...
From Research to Practice: New Models for Data-sharing and Collaboration to I...
 
From Research to Practice - New Models for Data-sharing and Collaboration to ...
From Research to Practice - New Models for Data-sharing and Collaboration to ...From Research to Practice - New Models for Data-sharing and Collaboration to ...
From Research to Practice - New Models for Data-sharing and Collaboration to ...
 
Spatial Data for Health: What’s Changed in Terms of Availability and Quality?
Spatial Data for Health: What’s Changed in Terms of Availability and Quality?Spatial Data for Health: What’s Changed in Terms of Availability and Quality?
Spatial Data for Health: What’s Changed in Terms of Availability and Quality?
 
1.4 Holger Woehrle
1.4 Holger Woehrle1.4 Holger Woehrle
1.4 Holger Woehrle
 
Embi cri review-2013-final
Embi cri review-2013-finalEmbi cri review-2013-final
Embi cri review-2013-final
 
Health Data Innovation (Wolfram Data Summit)
Health Data Innovation (Wolfram Data Summit)Health Data Innovation (Wolfram Data Summit)
Health Data Innovation (Wolfram Data Summit)
 
Bian_Part-1-Presentation.pptx
Bian_Part-1-Presentation.pptxBian_Part-1-Presentation.pptx
Bian_Part-1-Presentation.pptx
 
สารสนเทศเพื่อการบริหารโรงพยาบาลและองค์กรพยาบาล (May 19, 2017)
สารสนเทศเพื่อการบริหารโรงพยาบาลและองค์กรพยาบาล (May 19, 2017)สารสนเทศเพื่อการบริหารโรงพยาบาลและองค์กรพยาบาล (May 19, 2017)
สารสนเทศเพื่อการบริหารโรงพยาบาลและองค์กรพยาบาล (May 19, 2017)
 

Mehr von medialabSciencesPo

The Web and its Publics (by Tommaso Venturini & Jean-Philippe Cointet)
The Web and its Publics (by Tommaso Venturini & Jean-Philippe Cointet)The Web and its Publics (by Tommaso Venturini & Jean-Philippe Cointet)
The Web and its Publics (by Tommaso Venturini & Jean-Philippe Cointet)medialabSciencesPo
 
DIM 11.09 - Les APIs comme sources d'indicateurs : possibilités et limites
DIM 11.09 - Les APIs comme sources d'indicateurs : possibilités et limitesDIM 11.09 - Les APIs comme sources d'indicateurs : possibilités et limites
DIM 11.09 - Les APIs comme sources d'indicateurs : possibilités et limitesmedialabSciencesPo
 
DIM 11.09 - jean-Marc Lazard, Exalead Labs,les moteurs de recherche : indexat...
DIM 11.09 - jean-Marc Lazard, Exalead Labs,les moteurs de recherche : indexat...DIM 11.09 - jean-Marc Lazard, Exalead Labs,les moteurs de recherche : indexat...
DIM 11.09 - jean-Marc Lazard, Exalead Labs,les moteurs de recherche : indexat...medialabSciencesPo
 
Carlo Ratti Medialab SciencesPo May 2009
Carlo Ratti Medialab SciencesPo May 2009Carlo Ratti Medialab SciencesPo May 2009
Carlo Ratti Medialab SciencesPo May 2009medialabSciencesPo
 
La cartographie des controverses
La cartographie des controversesLa cartographie des controverses
La cartographie des controversesmedialabSciencesPo
 
Centre de Données Socio-Politique - inauguration Medialab
Centre de Données Socio-Politique - inauguration MedialabCentre de Données Socio-Politique - inauguration Medialab
Centre de Données Socio-Politique - inauguration MedialabmedialabSciencesPo
 
Yochai Benkler - inauguration médialab Sciences Po
Yochai Benkler - inauguration médialab Sciences PoYochai Benkler - inauguration médialab Sciences Po
Yochai Benkler - inauguration médialab Sciences PomedialabSciencesPo
 
Webatlas à l'inauguration du médialab Sciences Po
Webatlas à l'inauguration du médialab Sciences PoWebatlas à l'inauguration du médialab Sciences Po
Webatlas à l'inauguration du médialab Sciences PomedialabSciencesPo
 

Mehr von medialabSciencesPo (14)

Solen septembre2011
Solen septembre2011Solen septembre2011
Solen septembre2011
 
Reanalyse Workflow
Reanalyse WorkflowReanalyse Workflow
Reanalyse Workflow
 
The Web and its Publics (by Tommaso Venturini & Jean-Philippe Cointet)
The Web and its Publics (by Tommaso Venturini & Jean-Philippe Cointet)The Web and its Publics (by Tommaso Venturini & Jean-Philippe Cointet)
The Web and its Publics (by Tommaso Venturini & Jean-Philippe Cointet)
 
Expertise reseaux
Expertise reseauxExpertise reseaux
Expertise reseaux
 
Medialab Pecha-kucha
Medialab Pecha-kuchaMedialab Pecha-kucha
Medialab Pecha-kucha
 
DIM 11.09 - Les APIs comme sources d'indicateurs : possibilités et limites
DIM 11.09 - Les APIs comme sources d'indicateurs : possibilités et limitesDIM 11.09 - Les APIs comme sources d'indicateurs : possibilités et limites
DIM 11.09 - Les APIs comme sources d'indicateurs : possibilités et limites
 
DIM 11.09 - jean-Marc Lazard, Exalead Labs,les moteurs de recherche : indexat...
DIM 11.09 - jean-Marc Lazard, Exalead Labs,les moteurs de recherche : indexat...DIM 11.09 - jean-Marc Lazard, Exalead Labs,les moteurs de recherche : indexat...
DIM 11.09 - jean-Marc Lazard, Exalead Labs,les moteurs de recherche : indexat...
 
Théorie Des Graphes
Théorie Des GraphesThéorie Des Graphes
Théorie Des Graphes
 
Carlo Ratti Medialab SciencesPo May 2009
Carlo Ratti Medialab SciencesPo May 2009Carlo Ratti Medialab SciencesPo May 2009
Carlo Ratti Medialab SciencesPo May 2009
 
La cartographie des controverses
La cartographie des controversesLa cartographie des controverses
La cartographie des controverses
 
Duchesne Medialab Mai09
Duchesne Medialab Mai09Duchesne Medialab Mai09
Duchesne Medialab Mai09
 
Centre de Données Socio-Politique - inauguration Medialab
Centre de Données Socio-Politique - inauguration MedialabCentre de Données Socio-Politique - inauguration Medialab
Centre de Données Socio-Politique - inauguration Medialab
 
Yochai Benkler - inauguration médialab Sciences Po
Yochai Benkler - inauguration médialab Sciences PoYochai Benkler - inauguration médialab Sciences Po
Yochai Benkler - inauguration médialab Sciences Po
 
Webatlas à l'inauguration du médialab Sciences Po
Webatlas à l'inauguration du médialab Sciences PoWebatlas à l'inauguration du médialab Sciences Po
Webatlas à l'inauguration du médialab Sciences Po
 

Kürzlich hochgeladen

ICS 2208 Lecture Slide Notes for Topic 6
ICS 2208 Lecture Slide Notes for Topic 6ICS 2208 Lecture Slide Notes for Topic 6
ICS 2208 Lecture Slide Notes for Topic 6Vanessa Camilleri
 
4.9.24 Social Capital and Social Exclusion.pptx
4.9.24 Social Capital and Social Exclusion.pptx4.9.24 Social Capital and Social Exclusion.pptx
4.9.24 Social Capital and Social Exclusion.pptxmary850239
 
BÀI TẬP BỔ TRỢ TIẾNG ANH 11 THEO ĐƠN VỊ BÀI HỌC - CẢ NĂM - CÓ FILE NGHE (GLOB...
BÀI TẬP BỔ TRỢ TIẾNG ANH 11 THEO ĐƠN VỊ BÀI HỌC - CẢ NĂM - CÓ FILE NGHE (GLOB...BÀI TẬP BỔ TRỢ TIẾNG ANH 11 THEO ĐƠN VỊ BÀI HỌC - CẢ NĂM - CÓ FILE NGHE (GLOB...
BÀI TẬP BỔ TRỢ TIẾNG ANH 11 THEO ĐƠN VỊ BÀI HỌC - CẢ NĂM - CÓ FILE NGHE (GLOB...Nguyen Thanh Tu Collection
 
Scientific Writing :Research Discourse
Scientific  Writing :Research  DiscourseScientific  Writing :Research  Discourse
Scientific Writing :Research DiscourseAnita GoswamiGiri
 
Objectives n learning outcoms - MD 20240404.pptx
Objectives n learning outcoms - MD 20240404.pptxObjectives n learning outcoms - MD 20240404.pptx
Objectives n learning outcoms - MD 20240404.pptxMadhavi Dharankar
 
Indexing Structures in Database Management system.pdf
Indexing Structures in Database Management system.pdfIndexing Structures in Database Management system.pdf
Indexing Structures in Database Management system.pdfChristalin Nelson
 
Unit :1 Basics of Professional Intelligence
Unit :1 Basics of Professional IntelligenceUnit :1 Basics of Professional Intelligence
Unit :1 Basics of Professional IntelligenceDr Vijay Vishwakarma
 
BÀI TẬP BỔ TRỢ TIẾNG ANH 8 - I-LEARN SMART WORLD - CẢ NĂM - CÓ FILE NGHE (BẢN...
BÀI TẬP BỔ TRỢ TIẾNG ANH 8 - I-LEARN SMART WORLD - CẢ NĂM - CÓ FILE NGHE (BẢN...BÀI TẬP BỔ TRỢ TIẾNG ANH 8 - I-LEARN SMART WORLD - CẢ NĂM - CÓ FILE NGHE (BẢN...
BÀI TẬP BỔ TRỢ TIẾNG ANH 8 - I-LEARN SMART WORLD - CẢ NĂM - CÓ FILE NGHE (BẢN...Nguyen Thanh Tu Collection
 
Blowin' in the Wind of Caste_ Bob Dylan's Song as a Catalyst for Social Justi...
Blowin' in the Wind of Caste_ Bob Dylan's Song as a Catalyst for Social Justi...Blowin' in the Wind of Caste_ Bob Dylan's Song as a Catalyst for Social Justi...
Blowin' in the Wind of Caste_ Bob Dylan's Song as a Catalyst for Social Justi...DhatriParmar
 
How to Uninstall a Module in Odoo 17 Using Command Line
How to Uninstall a Module in Odoo 17 Using Command LineHow to Uninstall a Module in Odoo 17 Using Command Line
How to Uninstall a Module in Odoo 17 Using Command LineCeline George
 
4.9.24 School Desegregation in Boston.pptx
4.9.24 School Desegregation in Boston.pptx4.9.24 School Desegregation in Boston.pptx
4.9.24 School Desegregation in Boston.pptxmary850239
 
Q-Factor General Quiz-7th April 2024, Quiz Club NITW
Q-Factor General Quiz-7th April 2024, Quiz Club NITWQ-Factor General Quiz-7th April 2024, Quiz Club NITW
Q-Factor General Quiz-7th April 2024, Quiz Club NITWQuiz Club NITW
 
Mythology Quiz-4th April 2024, Quiz Club NITW
Mythology Quiz-4th April 2024, Quiz Club NITWMythology Quiz-4th April 2024, Quiz Club NITW
Mythology Quiz-4th April 2024, Quiz Club NITWQuiz Club NITW
 
How to Manage Buy 3 Get 1 Free in Odoo 17
How to Manage Buy 3 Get 1 Free in Odoo 17How to Manage Buy 3 Get 1 Free in Odoo 17
How to Manage Buy 3 Get 1 Free in Odoo 17Celine George
 
31 ĐỀ THI THỬ VÀO LỚP 10 - TIẾNG ANH - FORM MỚI 2025 - 40 CÂU HỎI - BÙI VĂN V...
31 ĐỀ THI THỬ VÀO LỚP 10 - TIẾNG ANH - FORM MỚI 2025 - 40 CÂU HỎI - BÙI VĂN V...31 ĐỀ THI THỬ VÀO LỚP 10 - TIẾNG ANH - FORM MỚI 2025 - 40 CÂU HỎI - BÙI VĂN V...
31 ĐỀ THI THỬ VÀO LỚP 10 - TIẾNG ANH - FORM MỚI 2025 - 40 CÂU HỎI - BÙI VĂN V...Nguyen Thanh Tu Collection
 
Decoding the Tweet _ Practical Criticism in the Age of Hashtag.pptx
Decoding the Tweet _ Practical Criticism in the Age of Hashtag.pptxDecoding the Tweet _ Practical Criticism in the Age of Hashtag.pptx
Decoding the Tweet _ Practical Criticism in the Age of Hashtag.pptxDhatriParmar
 
BÀI TẬP BỔ TRỢ 4 KĨ NĂNG TIẾNG ANH LỚP 8 - CẢ NĂM - GLOBAL SUCCESS - NĂM HỌC ...
BÀI TẬP BỔ TRỢ 4 KĨ NĂNG TIẾNG ANH LỚP 8 - CẢ NĂM - GLOBAL SUCCESS - NĂM HỌC ...BÀI TẬP BỔ TRỢ 4 KĨ NĂNG TIẾNG ANH LỚP 8 - CẢ NĂM - GLOBAL SUCCESS - NĂM HỌC ...
BÀI TẬP BỔ TRỢ 4 KĨ NĂNG TIẾNG ANH LỚP 8 - CẢ NĂM - GLOBAL SUCCESS - NĂM HỌC ...Nguyen Thanh Tu Collection
 
DBMSArchitecture_QueryProcessingandOptimization.pdf
DBMSArchitecture_QueryProcessingandOptimization.pdfDBMSArchitecture_QueryProcessingandOptimization.pdf
DBMSArchitecture_QueryProcessingandOptimization.pdfChristalin Nelson
 

Kürzlich hochgeladen (20)

ICS 2208 Lecture Slide Notes for Topic 6
ICS 2208 Lecture Slide Notes for Topic 6ICS 2208 Lecture Slide Notes for Topic 6
ICS 2208 Lecture Slide Notes for Topic 6
 
4.9.24 Social Capital and Social Exclusion.pptx
4.9.24 Social Capital and Social Exclusion.pptx4.9.24 Social Capital and Social Exclusion.pptx
4.9.24 Social Capital and Social Exclusion.pptx
 
BÀI TẬP BỔ TRỢ TIẾNG ANH 11 THEO ĐƠN VỊ BÀI HỌC - CẢ NĂM - CÓ FILE NGHE (GLOB...
BÀI TẬP BỔ TRỢ TIẾNG ANH 11 THEO ĐƠN VỊ BÀI HỌC - CẢ NĂM - CÓ FILE NGHE (GLOB...BÀI TẬP BỔ TRỢ TIẾNG ANH 11 THEO ĐƠN VỊ BÀI HỌC - CẢ NĂM - CÓ FILE NGHE (GLOB...
BÀI TẬP BỔ TRỢ TIẾNG ANH 11 THEO ĐƠN VỊ BÀI HỌC - CẢ NĂM - CÓ FILE NGHE (GLOB...
 
Scientific Writing :Research Discourse
Scientific  Writing :Research  DiscourseScientific  Writing :Research  Discourse
Scientific Writing :Research Discourse
 
Objectives n learning outcoms - MD 20240404.pptx
Objectives n learning outcoms - MD 20240404.pptxObjectives n learning outcoms - MD 20240404.pptx
Objectives n learning outcoms - MD 20240404.pptx
 
Indexing Structures in Database Management system.pdf
Indexing Structures in Database Management system.pdfIndexing Structures in Database Management system.pdf
Indexing Structures in Database Management system.pdf
 
Unit :1 Basics of Professional Intelligence
Unit :1 Basics of Professional IntelligenceUnit :1 Basics of Professional Intelligence
Unit :1 Basics of Professional Intelligence
 
BÀI TẬP BỔ TRỢ TIẾNG ANH 8 - I-LEARN SMART WORLD - CẢ NĂM - CÓ FILE NGHE (BẢN...
BÀI TẬP BỔ TRỢ TIẾNG ANH 8 - I-LEARN SMART WORLD - CẢ NĂM - CÓ FILE NGHE (BẢN...BÀI TẬP BỔ TRỢ TIẾNG ANH 8 - I-LEARN SMART WORLD - CẢ NĂM - CÓ FILE NGHE (BẢN...
BÀI TẬP BỔ TRỢ TIẾNG ANH 8 - I-LEARN SMART WORLD - CẢ NĂM - CÓ FILE NGHE (BẢN...
 
Blowin' in the Wind of Caste_ Bob Dylan's Song as a Catalyst for Social Justi...
Blowin' in the Wind of Caste_ Bob Dylan's Song as a Catalyst for Social Justi...Blowin' in the Wind of Caste_ Bob Dylan's Song as a Catalyst for Social Justi...
Blowin' in the Wind of Caste_ Bob Dylan's Song as a Catalyst for Social Justi...
 
How to Uninstall a Module in Odoo 17 Using Command Line
How to Uninstall a Module in Odoo 17 Using Command LineHow to Uninstall a Module in Odoo 17 Using Command Line
How to Uninstall a Module in Odoo 17 Using Command Line
 
4.9.24 School Desegregation in Boston.pptx
4.9.24 School Desegregation in Boston.pptx4.9.24 School Desegregation in Boston.pptx
4.9.24 School Desegregation in Boston.pptx
 
Q-Factor General Quiz-7th April 2024, Quiz Club NITW
Q-Factor General Quiz-7th April 2024, Quiz Club NITWQ-Factor General Quiz-7th April 2024, Quiz Club NITW
Q-Factor General Quiz-7th April 2024, Quiz Club NITW
 
Mythology Quiz-4th April 2024, Quiz Club NITW
Mythology Quiz-4th April 2024, Quiz Club NITWMythology Quiz-4th April 2024, Quiz Club NITW
Mythology Quiz-4th April 2024, Quiz Club NITW
 
How to Manage Buy 3 Get 1 Free in Odoo 17
How to Manage Buy 3 Get 1 Free in Odoo 17How to Manage Buy 3 Get 1 Free in Odoo 17
How to Manage Buy 3 Get 1 Free in Odoo 17
 
Plagiarism,forms,understand about plagiarism,avoid plagiarism,key significanc...
Plagiarism,forms,understand about plagiarism,avoid plagiarism,key significanc...Plagiarism,forms,understand about plagiarism,avoid plagiarism,key significanc...
Plagiarism,forms,understand about plagiarism,avoid plagiarism,key significanc...
 
31 ĐỀ THI THỬ VÀO LỚP 10 - TIẾNG ANH - FORM MỚI 2025 - 40 CÂU HỎI - BÙI VĂN V...
31 ĐỀ THI THỬ VÀO LỚP 10 - TIẾNG ANH - FORM MỚI 2025 - 40 CÂU HỎI - BÙI VĂN V...31 ĐỀ THI THỬ VÀO LỚP 10 - TIẾNG ANH - FORM MỚI 2025 - 40 CÂU HỎI - BÙI VĂN V...
31 ĐỀ THI THỬ VÀO LỚP 10 - TIẾNG ANH - FORM MỚI 2025 - 40 CÂU HỎI - BÙI VĂN V...
 
Introduction to Research ,Need for research, Need for design of Experiments, ...
Introduction to Research ,Need for research, Need for design of Experiments, ...Introduction to Research ,Need for research, Need for design of Experiments, ...
Introduction to Research ,Need for research, Need for design of Experiments, ...
 
Decoding the Tweet _ Practical Criticism in the Age of Hashtag.pptx
Decoding the Tweet _ Practical Criticism in the Age of Hashtag.pptxDecoding the Tweet _ Practical Criticism in the Age of Hashtag.pptx
Decoding the Tweet _ Practical Criticism in the Age of Hashtag.pptx
 
BÀI TẬP BỔ TRỢ 4 KĨ NĂNG TIẾNG ANH LỚP 8 - CẢ NĂM - GLOBAL SUCCESS - NĂM HỌC ...
BÀI TẬP BỔ TRỢ 4 KĨ NĂNG TIẾNG ANH LỚP 8 - CẢ NĂM - GLOBAL SUCCESS - NĂM HỌC ...BÀI TẬP BỔ TRỢ 4 KĨ NĂNG TIẾNG ANH LỚP 8 - CẢ NĂM - GLOBAL SUCCESS - NĂM HỌC ...
BÀI TẬP BỔ TRỢ 4 KĨ NĂNG TIẾNG ANH LỚP 8 - CẢ NĂM - GLOBAL SUCCESS - NĂM HỌC ...
 
DBMSArchitecture_QueryProcessingandOptimization.pdf
DBMSArchitecture_QueryProcessingandOptimization.pdfDBMSArchitecture_QueryProcessingandOptimization.pdf
DBMSArchitecture_QueryProcessingandOptimization.pdf
 

Tracking influenza trends using search queries

  • 1.  
  • 2. HOW ? By processing hundreds of billions of individual searches from 5 years (2003-2008) of Google search logs To track influenza-like illness in a population.
  • 3.
  • 4.
  • 6.  
  • 9.  
  • 10. J. S. Brownstein, C. Freifeld, C. Madoff, 2009 “ Digital Disease Detection” New England Journal of Medicine 360, no. 21
  • 11. Jurgen Doornik 2009 “ Improving the Timeliness of Data on Influenza-like Illnesses using Google Search Data” (unpublished)
  • 12. Hyunyoung Choi and Hal Varian, 2009 “Predicting the Present with Google Trends” http://googleresearch.blogspot.com
  • 13. N. Askitas and K. Zimmermann, 2009 “Google Econometrics and Unemployment Forecasting.”
  • 14. G. K., Webb, 2009 "Forecasting U.S. Home Foreclosures with an Index of Internet Keyword Searches" In Value Creation in E-Business Management
  • 15. J. Azar, 2009 "Electric Cars and Oil Prices" SSRN eLibrary  
  • 16. Laura Granka 2009 "Inferring the Public Agenda from Implicit Query Data" Proceeding SIGIR 2009
  • 17. M. Scharkow / J. Vogelgesang, 2009 "Google Insights for Search: A Methodological Innovation in the Study of the Public Agenda? » DGPuK Conference
  • 18. Yair Shimshoni Niv Efron Yossi Matias, 2009 "On the Predictability of Search Trends" Google, Israel Labs
  • 19. R. Karthik, A. Rachakonda, S. Srinivasa, 2008 "Query Heartbeat" In proceeding of COMAD