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Monitoring Influenza Epidemics in China with Search Query from Baidu ; PLOS ONE

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  • معلومة اضافية
    • بيانات النشر:
      PLOS
    • الموضوع:
      2013
    • Collection:
      VTechWorks (VirginiaTech)
    • نبذة مختصرة :
      Several approaches have been proposed for near real-time detection and prediction of the spread of influenza. These include search query data for influenza-related terms, which has been explored as a tool for augmenting traditional surveillance methods. In this paper, we present a method that uses Internet search query data from Baidu to model and monitor influenza activity in China. The objectives of the study are to present a comprehensive technique for: (i) keyword selection, (ii) keyword filtering, (iii) index composition and (iv) modeling and detection of influenza activity in China. Sequential time-series for the selected composite keyword index is significantly correlated with Chinese influenza case data. In addition, one-month ahead prediction of influenza cases for the first eight months of 2012 has a mean absolute percent error less than 11%. To our knowledge, this is the first study on the use of search query data from Baidu in conjunction with this approach for estimation of influenza activity in China. ; Published version
    • File Description:
      application/pdf
    • ISSN:
      1932-6203
    • Relation:
      e64323; http://hdl.handle.net/10919/85428; https://doi.org/10.1371/journal.pone.0064323
    • الرقم المعرف:
      10.1371/journal.pone.0064323
    • الدخول الالكتروني :
      http://hdl.handle.net/10919/85428
      https://doi.org/10.1371/journal.pone.0064323
    • Rights:
      Creative Commons Attribution 4.0 International ; http://creativecommons.org/licenses/by/4.0/
    • الرقم المعرف:
      edsbas.ADC800EB