Impact of Climate Factors on Hand, Foot, and Mouth Disease in Malaysia: A Generalised Linear Models Approach
DOI:
https://doi.org/10.22452/Keywords:
Hand Foot Mouth Disease (HFMD), Zero-inflated Models, Generalised Linear Models, Climate Factors Analysis, Model Fitting and PredictionAbstract
Hand, Foot, and Mouth Disease (HFMD) is a re-emerging infectious disease in the Asia-Pacific region, particularly in Malaysia. To the best of our knowledge, studies focusing on analyzing the relationship between climate factors and HFMD in Malaysia have not used 10 years of climate data or conducted research covering all states in the country. These existing studies have suggested that examining more data would produce more precise results. Therefore, this study employs generalized linear models (GLMs) to examine the relationship between climate factors and HFMD incidences and to forecast the HFMD cases. Data from 2009 to 2019 were analyzed using five different distributions across fourteen Malaysian states, considering daily HFMD cases, temperature, relative humidity, and rainfall. The Zero-inflated Negative Binomial model was identified as the most appropriate for analyzing and predicting HFMD cases in multiple states, providing valuable insights for policymakers and health authorities.
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