Using fine-tuned conditional probabilities for data transformation of nominal attributes

•We proposed a fine-tuned conditional probability transformation (FTCPT).•We proposed an improved separability split value transformation.•We proposed a modified MIC-based feature selection for further improving FTCPT.•Experiment results on 12 UCI datasets show that proposed methods are successful.