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Enhancing COVID-19 Epidemic Forecasting Accuracy by Combining Real-time and Historical Data From Multiple Internet-Based Sources: Analysis of Social Media Data, Online News Articles, and Search Queries.

Jingwei LiWei HuangChoon Ling SiaZhuo ChenTailai WuQingnan Wang
Published in: JMIR public health and surveillance (2022)
Our approach incorporating real-time and historical data from multiple Internet-based sources could improve forecasting accuracy for epidemics of COVID-19 and its variants, which may help improve public health agencies' interventions and resource allocation in mitigating and controlling new waves of COVID-19 or other relevant epidemics.
Keyphrases
  • social media
  • coronavirus disease
  • health information
  • sars cov
  • public health
  • electronic health record
  • big data
  • drinking water
  • physical activity
  • healthcare
  • copy number
  • gene expression
  • machine learning
  • dna methylation