Forecasting the Monkeypox Outbreak Using Limited Data: A Case Study of Thailand.

ABSTRACT:

Introduction

On August 14, 2024, the World Health Organization (WHO) declared monkeypox (mpox) a Public Health Emergency of International Concern (PHEIC). Shortly thereafter, Thailand reported Asia's first confirmed case of the Clade Ib strain. Given Thailand's high international travel volume, anticipating short-term case trajectories is essential for situational awareness.

Methods

We forecast monthly mpox cases using the Department of Disease Control (DDC) data from July 2022 to September 2024 and evaluate Poisson and negative binomial generalized linear models (GLMs), Holt-Winters exponential smoothing, NeuralProphet, and a stacked ensemble. Rolling-origin cross-validation was used to assess out-of-sample accuracy (MAE, RMSE, and MAPE) and empirical interval coverage (80%

SUBMITTER: Shuaib SE 

PROVIDER: S-EPMC12668862 | biostudies-literature | 2025

REPOSITORIES: biostudies-literature