Comparing Fuzzy and Non-Fuzzy Sample Clauses

Comparing Fuzzy and Non-Fuzzy. To compare our fuzzy gp algorithms with their non-fuzzy counterparts we have calculated the average misclassification rate of each algorithm for the six data sets regardless of the number of clusters or partitions. As can be seen in Table 4.8 there is very little difference between the fuzzy and non- fuzzy versions. Only on the Pima Indians Diabetes and Iris data set can we see any real improvement of our fuzzy gp algorithms over their non-fuzzy counterparts. On the Ionosphere data set fuzzification has a negative effect on both the gain gp and gain ratio gp algorithms.
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