“…Alternatively, the p-values of the statistics may be reported and variables with p-value lower than a threshold level say 0.05 are selected as best candidate for further classification task (Hwang, Lee, and Park 2017). The classical one-way ANOVA method which authors like Guyon and Elisseeff (2003); Wright and Simon (2003); Qureshi, Oh, Min, Jo, and Lee (2017), among others used suffers from loss of information (Bertolino, Piccinato, and Racugno 1990;Solari, Liseo, and Sun 2008). Solari et al (2008) has worked on Bayesian one-way ANOVA as a safe haven to loss of information issue.…”