Scientific Reports · 2019 · 20 citations · 29 references
Veterinary MedicineInfectious DiseasesDisease SurveillanceTemporal EpidemiologyTime Series AnalysisDisease ForecastingDisease Trend AnalysisEpidemic ForecastingTime Series ForecastingTime Series ModelingTime-series Analysis In EpidemiologyDisease Forecasting ModelsEpidemic Trend AnalysisIncidence Trend AnalysisJoinpoint Trend AnalysisSupport Vector ClassificationSupport Vector Machine ClassificationSupport Vector RegressionTime Series Trend Analysis
Shandong Province is an area of China with a high incidence of haemorrhagic fever with renal syndrome (HFRS); however, the general epidemic trend of HFRS in Shandong remains unclear. Therefore, we established a mathematical model to predict the incidence trend of HFRS and used Joinpoint regression analysis, a generalised additive model (GAM), and other methods to evaluate the data. Incidence data from the first half of 2018 were included in a range predicted by a modified sum autoregressive integrated moving average-support vector machine (ARIMA-SVM) combination model. The highest incidence of HFRS occurred in October and November, and the annual mortality rate decreased by 7.3% (p < 0.05) from 2004 to 2017. In cold months, the incidence of HFRS increased by 4%, -1%, and 0.8% for every unit increase in temperature, relative humidity, and rainfall, respectively; in warm months, this incidence changed by 2%, -3%, and 0% respectively. Overall, HFRS incidence and mortality in Shandong showed a downward trend over the past 10 years. In both cold and warm months, the effects of temperature, relative humidity, and rainfall on HFRS incidence varied. A modified ARIMA-SVM combination model could effectively predict the occurrence of HFRS.
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- Hemorrhagic Fever with Renal Syndrome
H.W. Lee, G van der Groen · 2013 · 233 citations
P.J. Garcı́a Nieto, Fernando Sánchez Lasheras, Esperanza García–Gonzalo et al. · The Science of The Total Environment · 2017 · 193 citations · Full text
Natural Sciences, Earth Sciences, Environmental Sciences +16
Person-to-Person Household and Nosocomial Transmission of Andes Hantavirus, Southern Chile, 2011
Constanza Martínez-Valdebenito, Mario Calvo, Cecilia Vial et al. · Emerging infectious diseases · 2014 · 125 citations · Full text
Veterinary Medicine, Infectious Diseases, Infectious Disease Epidemiology +16