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Solve the decision tree using- ID3 (INTERACTIVE DICHOTOMIZER 3) method Approach:Maximize Mutual Informationbetween Attribute and Goal variable where: I(A;G) = i,j P(G=gi,A=aj) log= P(G=gi, A=aj)
Solve the decision tree using- ID3 (INTERACTIVE DICHOTOMIZER 3) method
Approach:Maximize Mutual Informationbetween Attribute and Goal variable where: I(A;G) = i,j P(G=gi,A=aj) log= P(G=gi, A=aj) / P(G=gi, (A=aj)
where log is evaluated to base 2I(A;G) is also called Gain(A)
GiniIndex:Minimize the following expression between the Attribute and Goal variable: i,j P(G=gi|A=aj) [1- P(G=gi|A=aj) ]
WN No Record Steady Adequate Adequate Approve No. Job Income Assets Loan 1 Yes Yes Yes Yes 2 Yes Yes No Yes 3 Yes Yes No 4 Yes No No No 5 No Yes Yes Yes 6 No Yes No No 7 No No Yes No 8 No No No No vo WN No Record Steady Adequate Adequate Approve No. Job Income Assets Loan 1 Yes Yes Yes Yes 2 Yes Yes No Yes 3 Yes Yes No 4 Yes No No No 5 No Yes Yes Yes 6 No Yes No No 7 No No Yes No 8 No No No No vo
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