Attributes with Differing Costs

• Temperature, BiopsyResult, Pulse, BloodTestResults
• prefer decision trees that use low-cost attributes where possible
• divide Gain by the cost of the attribute
• do not guarantee optimal cost-sensitive decision tree, bias the search in favor of low cost attributes
• - robot domain
• , where is a constant that determines the relative importance of cost versus information gain - medical domain