We also investigated the model attributes that were chosen after attribute selection. InfoGainAttributeEval evaluated all the different attributes based on the effect of the attribute on reducing the overall entropy when performing classification. Thus, the attributes that are selected have the greatest relevance for which biological characteristics of miRNA cause the miRNA to be associated to laryngeal cancer.