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QUESTION 26 CUSTOMER ID AGE EXPERIENCE INCOME FAMILY MEMBERS EDUCATION LEVEL CLASS 1 25 1 49000 4 UNDERGRADUTE BAD 2 45 19 34000 3 UNDERGRADUTE

QUESTION 26

CUSTOMER ID

AGE

EXPERIENCE

INCOME

FAMILY MEMBERS

EDUCATION LEVEL

CLASS

1

25

1

49000

4

UNDERGRADUTE

BAD

2

45

19

34000

3

UNDERGRADUTE

GOOD

3

39

15

11000

1

UNDERGRADUTE

BAD

4

35

9

100000

1

GRADUTE

GOOD

5

35

8

45000

4

GRADUTE

BAD

6

53

27

72000

2

GRADUTE

GOOD

7

50

24

22000

1

GRADUTE

BAD

NEW CUSTOMER

34

9

33000

1

GRADUATE

?

if we would like to use k-nn model (k=5) to make prediction for the the new customer's group, how can we do that?

Describe the process of your prediction including the distance calculation. (To make the problem simplified, no need to consider normalization)

Note: You need to actually do the calculations of distances and based on the calculation result, talk about whether the new customer should be GOOD/ BAD

For grading:

The calculation of Euclidean distances -6 points

The description of the process (after calculate the Euclidean distances, how the model should make a prediction) - 5 points

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