Other Measures for Picking Attributes

• Information Gain has natural bias towards attributes with many values over ones with few
• For instance attribute has highest information gain
• use Gain Ratio
• 
• entropy of S with respect to the values of A
• 
• if attribute A (Date),
• if attribute B splits the examples in half,
• if attributes A and B have the same then B will clearly score higher