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

Forecasting the occurrence and absence of novel disease outbreaks is essential for disease management, yet existing methods are often context-specific, require a long preparation time, and non-outbreak prediction remains understudied. To address this gap, we propose a novel framework using a feature...

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Bibliographic Details
Main Authors: Shan Gao, Amit K Chakraborty, Russell Greiner, Mark A Lewis, Hao Wang
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2025-02-01
Series:PLoS Computational Biology
Online Access:https://doi.org/10.1371/journal.pcbi.1012782
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