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In: Statistics and Probability

Q4 _CLO2 (25pts – suggested time 15 minutes): Compute the clusters for the following data (Age...

Q4 _CLO2 (25pts – suggested time 15 minutes): Compute the clusters for the following data (Age and Income) using k-means clustering (k=2). Use data object B and F as initial centroids. Show all the computations and the resulting clusters up to two (2) iterations.

Hints:

  • Use minmax normalization to normalize your numeric attributes
  • Use Manhattan distance as the dissimilarity function for numeric attributes.

Row ID

Age (years)

Income (thousand riyals per month)

A

20

15000

B

35

6000

C

45

12000

D

40

10000

E

25

10000

F

15

15000

Solutions

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