Question No: Engro group, who recently sold its Engro foods start-up for a multi-million-rupees sum, is looking for another investment for fresh capital. It is considering an investment in coal (X) and solar (Y) power plant. For that they had a collected data on 5 different characteristics. Amanda has applied k-means clustering to this data for k = 2. Given the following data: Table 5.1ObservationsXY12018282033626422125144d) Visually represent the clusters of both parts (b) and (c).Note: I have already attach "B" and "c" part with images that have been solve. Only do "D" part for solve. b)Let the Initial two clusters be (1, 2) and (3,4, 5)The centrolds for two clusters are calculated as shown belowFor Cluster (1,2)X = = 14Y == 19For Cluster (3,4,5)X = J6+2tl4 = 243The centrold for two clusters are (14,19) for Cluster-1 (1,2) and (24,14) for Cluster-2 (3,4,5).c)The distance of observation from both cluster centrold Is calculated belowObservation (X, Y)Centroid – ICentroid – 2V(20 - 24) + (18 – 14)2 = 5. 66V(8 - 24) + (20 – 14) = 17.09(20, 18)V(20 – 14)2 + (18 - 19)? = 6. 08(8, 20)V(8 – 14) + (20 – 19) = 6. 08(36, 26)(36 14)2 + (26 - 19)2 = 23.08(36-24) +(26- 14) = 16. 97(22, 12) V(22 - 14) + (12 – 19) = 10. 63 V(22- 24 + (12 – 14) = 2. 83V(14 – 24 + (4 – 14) = 14. 1445(14, 4)V(14 – 14) + (4 – 19) = 15Here the distance of observation 1,3,4,5 are close to Cluster-2 (3,4,5). So the clusters are newlyformed as shown belowCluster-1 = {2)Cluster-2= {1,3,4, 5}The centrolds for two clusters are calculated as shown belowFor Cluster (2)X = 8Y = 20For Cluster (1,3,4,5)X = 0.36+22+ 14= 234Y =4 The centrold for two clusters are (8,20) for Cluster-1 (2) and (23,15) for Cluster-2 (1,3,4,5).The distance of observation from both cluster centrold Is calculated belowObservation (X, Y)Centroid – 1Centroid – 2I(20, 18) V(20 - 8) + (18 – 20) = 12. 16 V(20-23)2 + (18 – 15) = 4. 24(8, 20)V(8 - 8) + (20 – 20 = 0V(8 – 23)2 + (20 – 15) = 15. 81(36, 26)(36 – 8)* + (26 – 20) = 28. 64 V(36 – 23) + (26 – 15) = 17.03(22, 12) V(22 – 8)* + (12 – 20) = 16. 12 V(22 – 23)2 +(12 – 15)2 = 3. 16V14 – 8)* + (4 – 20) = 17.09 V(14 – 23) + (4 – 15) = 14.21V(14-23)+(4-15) - 14.215(14, 4)Here the distance of observation 1,3,4,5 are close to Cluster-2 (3,4,5). Thus the final clusters areCluster-1 = {2)Cluster-2 = {1,3,4,5}3.

Name: Question No: Engro group, who recently sold its Engro foods start-up f
Uploaded: 2024-03-20T07:07:12.000Z
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Description: Question No: Engro group, who recently sold its Engro foods start-up for a multi-million-rupees sum, is looking for another investment for fresh capital. It is considering an investment in coal (X) and solar (Y) power plant. For that they had a colle