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Consider a small dataset with five variables including the target attribute. Variable # 1 Variable # 2 Variable # 3 Variable # 4 Target variable
Consider a small dataset with five variables including the target attribute.
Variable # Variable # Variable # Variable # Target variable
High High Yes Target
High High Yes Target
High High No Target
Low High Yes Target
High High Yes Target
High High Yes Target
High Low No Target
High High No Target
High High Yes Target
Low High Yes Target
Construct a decision tree from the given data to answer the question 'how two target classes can be differentiated? Use the simple heuristic based on 'the number of instances that can split the dataset into homogenous subsets', as introduced in the lecture, for finding a node and growing the decision tree.
Report the decision tree in the form of decision rules, where each rule shows a branch in the tree. Clearly show all rule conditions variable values and the class they belong to
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