b) Given the data in Table 1 where, and are the input features of each data point. Using k-means clustering with d4 and ds as the initial centroids, calculate the next centroids after one update. Based on the values of the new centroids calculated, should the k- means clustering process be terminated? Why or why not? Table 1: 10 data points with and as input features F1 Iz d₁ 0.21 0.89 d₂ 0.22 0.83 da 0.74 0.25 da 0.83 0.69 ds 0.74 0.63 de 0.35 0.28 d7 0.76 0.89 da 0.54 0.45 de 0.44 0.94 dio 0.34 0.87

Database Systems: Design, Implementation, & Management
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b) Given the data in Table 1 where and are the input features of
1₂
each data point. Using k-means clustering with d4 and ds as the initial
centroids, calculate the next centroids after one update.
Based on the values of the new centroids calculated, should the k-
means clustering process be terminated? Why or why not?
Table 1: 10 data points with
and 2 as input features
In
I₂
d₁
0.21
0.89
d₂ 0.22 0.83
da
0.74
0.25
da
0.83 0.69
d
0.74
0.63
de
0.35
0.28
d7
0.76
0.89
de 0.54 0.45
de 0.44
do 0.34
0.94
0.87
Transcribed Image Text:b) Given the data in Table 1 where and are the input features of 1₂ each data point. Using k-means clustering with d4 and ds as the initial centroids, calculate the next centroids after one update. Based on the values of the new centroids calculated, should the k- means clustering process be terminated? Why or why not? Table 1: 10 data points with and 2 as input features In I₂ d₁ 0.21 0.89 d₂ 0.22 0.83 da 0.74 0.25 da 0.83 0.69 d 0.74 0.63 de 0.35 0.28 d7 0.76 0.89 de 0.54 0.45 de 0.44 do 0.34 0.94 0.87
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