Data Classification

In there: - S is the initial set with attribute A. The values ​​of v correspond to the values ​​of attribute A. - 𝑆 𝑣 is equal to the subset of set S that has attribute A with value v . - | 𝑆 𝑣 | is the number of elements of set 𝑆 𝑣 - | 𝑆 | is the number of elements of ...

Table 4-17: Contraceptive Method Choice Dataset Results Classifier TPR FPR AUC SC4.5 0.225 0.076 0.574 CSC4.5 0.333 0.092 0.621 AUC4.5 TPR mean = 0.661 FPR mean = 0.430 AUC mean = 0.616 The AUC4.5 algorithm gives a slightly lower AUC mean = 0.616 than the SC4.5 algorithm. and CSC4.5. But with a ...