Early detection of disease outbreaks and non-outbreaks using incidence data: A framework using feature-based time series classification and machine learning

• Shan Gao ,

  Roles Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Software, Visualization, Writing – original draft, Writing – review & editing

  * E-mail: sgao9@ualberta.ca

  Affiliation Department of Mathematical and Statistical Sciences, University of Alberta, Edmonton, Alberta, Canada

  https://orcid.org/0009-0002-1705-8033

  ⨯
• Amit K Chakraborty,

  Roles Data curation, Software, Writing – review & editing

  Affiliation Department of Mathematical and Statistical Sciences, University of Alberta, Edmonton, Alberta, Canada

  ⨯
• Russell Greiner,

  Roles Funding acquisition, Writing – review & editing

  Affiliations Department of Computing Science, University of Alberta, Edmonton, Alberta, Canada, Alberta Machine Intelligence Institute, Edmonton, Alberta, Canada

  https://orcid.org/0000-0001-8327-934X

  ⨯
• Mark A Lewis ,

  Roles Conceptualization, Funding acquisition, Methodology, Project administration, Supervision, Writing – review & editing

  ¶‡ These authors jointly supervised this work.

  Affiliations Department of Mathematics and Statistics, University of Victoria, Victoria, British Columbia, Canada, Department of Biology, University of Victoria, Victoria, British Columbia, Canada

  ⨯
• Hao Wang

  Roles Conceptualization, Funding acquisition, Methodology, Project administration, Supervision, Writing – review & editing

  ¶‡ These authors jointly supervised this work.

  Affiliation Department of Mathematical and Statistical Sciences, University of Alberta, Edmonton, Alberta, Canada

  https://orcid.org/0000-0002-4132-6109

  ⨯