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Q4. You have to form a rule to find out whether a person will buy a mobile phone or not. You can use the following

Q4. You have to form a rule to find out whether a person will buy a mobile phone or not. You can use the following table for the formation of rule:

Gender Income Martal Status Bought?
Female High Single No
Male Average Married No
Male Low Single No
Female High Married No
Male Average Divorced Yes
Male Low Married No
Female High Divorced No
Male Average Single Yes
Male Low Married No
Male Average Single Yes

You need to build a decision tree. Do the following based on the above data: a. Which node would be the splitting root node and why?

b. Find the entropy for various splitting nodes such as Gender, Marital Status, Income level Build a complete decision tree showing all the splitting nodes. You should clearly define the criteria for the selection of a specific splitting node.

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