“…In the case of Naive Bayes (NB), it is a widely used probabilistic classifier that is driven by Bayesian statistics (Banchhor & Srinivasu, 2020). Recently, this classifier has been widely used for classifying the water quality and predicting the states in water resources management (Ali Haghpanah jahromi and Mohammad Taheri, 2017; Neha Radhakrishnan and Anju S Pillai, 2020; Suwadi et al, 2022;Venkata Vara Prasad et al, 2021). Mainly, the NB classifier's performance depends on two identical parameters, including data distribution and kernel function.…”