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Table 1 Risk factors used in different researches for dengue outbreak prediction models from 2005 to 2018

From: Identification of significant climatic risk factors and machine learning models in dengue outbreak prediction

References Technique Year Geographical data used Temperature Humidity Rainfall Mean
Min Avg Max Relative (mean) Cumulative rainfall Total rainfall Max 24-h rainfall Max 1-H rainfall Bi-weekly
[32] Wavelet coherence analysis/quasi-Poisson regression combined with distributed lag nonlinear model (DLNM) 2018 Philippines   *    *      
[33] Generalized linear model 2018 Bangladesh   *   *   *     
[34] Negative binomial regression (NBR)/generalized estimating equation (GEE) 2017 Vietnam   *     *     
[35] Artificial neural network (ANN) 2016 Philippine   *   *   *     
[36] Distributed lag non-linear models (DLNM)/generalised estimating equation models (GEE) 2016 China *   * *       *
[37] Spearman rank correlation/distributed lag non-linear model (DLNM) 2014 Singapore * * * *   *     *
[38] Distributed lag nonlinear model (DLNM) and Markov random fields 2014 Taiwan * * *    * * * *  
[39] Generalized additive model (GAM) 2014 Europe *   * *   *     
[40] Generalized additive model (GAM) 2013 Mexico *   *    *     
[41] Poisson generalized additive model/distributed non-linear lag model (DLMN) 2013 Malaysia, * * * *      * *
[22] Poisson multivariate regression models 2013 Singapore   *    *      
[42] Autoregressive integrated moving average (ARIMA) 2013 Malaysia   *   *   *     
[43] Poisson multivariate regression 2012 Singapore   *    *      
[44] Spearman's rank correlation coefficient (SRCC) 2012 Singapore *    *   *     
[3] Vector–host transmission model 2012 Taiwan *   * *   *     
[14] Neural network and genetic algorithm 2012 Malaysia       *     
[45] Generalised linear model (GLM)/Bayesian framework using Markov chain Monte Carlo (MCMC) 2011 Brazil   *   *   *     
[16] Artificial neural networks (ANN) 2010 Singapore   *   *   *     
[46] Multiple regression and discriminant analysis techniques/Peirce skill score 2010 Indonesia * * * *   *     
[47] Artificial neural networks (ANN) 2009 Turkey   *   *   *     
[48] Entropy and artificial neural network 2008 Thailand * * * *   *     
[49] Kolmogorov-Sminov test/Pearson’s correlation coefficient/stepwise regression techniques 2005 Thailand * * * *   *     
  Total 11 16 10 15 3 17 1 1 2 3