Due to larger real estate available on tablets, it is best to put as many icons and buttons on the screen as possible to make the interface easier to use.

_____ is a unique number stored on a phone's SIM card

Fill in the blank(s) with correct word

Suppose R1 is covered by 350 positive examples and 150 negative ex- amples, while R2 is covered by 300 positive examples and 50 negative examples. Compute the FOIL’s information gain for the rule R2 with respect to R1.

The RIPPER algorithm (by Cohen [1]) is an extension of an earlier algorithm

called IREP (by F ?urnkranz and Widmer [3]). Both algorithms apply the

reduced-error pruning method to determine whether a rule needs to be

pruned. The reduced error pruning method uses a validation set to estimate

the generalization error of a classifier. Consider the following pair of rules:



R2 is obtained by adding a new conjunct, B, to the left-hand side of R1. For

this question, you will be asked to determine whether R2 is preferred over

R1 from the perspectives of rule-growing and rule-pruning. To determine

whether a rule should be pruned, IREP computes the following measure:



where P is the total number of positive examples in the validation set, N is

the total number of negative exampl