Anshuman is a First-year engineering student. For him it is difficult to decide what to do...

 

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Anshuman is a First-year engineering student. For him it is difficult to decide what to do in the evening. There are four things that he can actually quite enjoy doing, or have to do: to play Soccer, watching TV, going to a party, or even (gasp) studying. He is looking for a nice Decision Tree that will let him decide what to do each evening without having to think about it every night. The Table-1 lists everything that Anshuman has done for the past few days [the last ten days]. i. Develop a decision tree using ID3 algorithm for the following dataset. Show all the calculations required for making the decision tree. ii. Table-1 Deadline? Is there a Party? Lazy? Activity Urgent Yes Yes Party Urgent No Yes Study Near Yes Yes Party None Yes No Party None No Yes Play Soccer None Yes No Party Near No No Study Near No Yes Watch TV Near Yes Yes Party Urgent No No Study Anshuman is a First-year engineering student. For him it is difficult to decide what to do in the evening. There are four things that he can actually quite enjoy doing, or have to do: to play Soccer, watching TV, going to a party, or even (gasp) studying. He is looking for a nice Decision Tree that will let him decide what to do each evening without having to think about it every night. The Table-1 lists everything that Anshuman has done for the past few days [the last ten days]. i. Develop a decision tree using ID3 algorithm for the following dataset. Show all the calculations required for making the decision tree. ii. Table-1 Deadline? Is there a Party? Lazy? Activity Urgent Yes Yes Party Urgent No Yes Study Near Yes Yes Party None Yes No Party None No Yes Play Soccer None Yes No Party Near No No Study Near No Yes Watch TV Near Yes Yes Party Urgent No No Study

Answer rating: 100% (QA)

In ID3 we are using information gain as th... View the full answer