Assignment-2 Immad Allawala

ITM-618 Assignment-2 (10%): Clustering, Similarity, and confusion matrix [Mandatory: You can do the calculation on paper, but please attach the calculations for all three questions along with your submission, without the calculation, the assignment will not be graded] Please answer the following questions: Q1. (Item similarity calculation) 4 Points The following table represents the attributes and their values for three Persons (PersonA, PersonB, and PersconC) Attribute Person A Person B Person C Age 35 50 55 Credit Score 730 820 680 Income 95K 120K 75K Loan 100K 40K 100K Using Euclidean distance, calculate the similarities between the three persons (PersonA, PersonB, and PersonC) and complete the following table with their similarity scores: PersonA PersonB PersonC PersonA PersonB PersonC Now, use the table to find the most similar person to PersonA? Q2. (Classification using k-NN) 7 Points The following 7- customers have applied for credit cards to a credit card company. The column ‘Approved’ shows the credit card application status: ‘No’ means the application was not approved, and ‘Yes’ means the application was approved. Customer Age Income Loan Credit Score Approved John 35 95K 300K 730 No Rachel 22 50K 10K 830 Yes Hannah 63 180K 20K 800 Yes Tom 59 50K 80K 650 No Nellie 25 60K 250K 680 No James 45 120K 40K 850 Yes Robin 42 70K 40K 780 Yes 0 0 0 65,000.06 65,000.06 20,000.07 20,000.07 75,000.13 75,000.13 Person C is closest to person A