A Hybrid Neuro-Fuzzy and Feature Reduction Model for Classification

Table 1

Comparison of RMS errors of ANN, NF, ANN-FR, and NF-FR models.

Datasets/models	ANN	NF	ANN-FR	NF-FR
Iris	0.18721	0.10258	0.15471	0.11721
Mammographic	0.30163	0.19111	0.26163	0.18031
Breast Cancer	0.39734	0.17052	0.21637	0.02546
Pima Indian	0.41819	0.29887	0.38248	0.30353
Hayes-Roth	0.32242	0.14770	0.35525	0.16222
Thyroid	0.15335	0.05315	0.14085	0.08838
Titanic	0.19373	0.28599	0.07685	0.34237
Wine	0.05249	0.03854	0.08942	0.10774
Haberman	0.25329	0.33007	0.35470	0.35749
Blood Transfusion Service	0.31176	0.31284	0.13597	0.29339