Minggu, 10 Desember 2023

Complete Linkage Euclidean Distance Hierarchical Classification

The classification hierarchy will use Euclidean distance.
The data we will use is as follows:


The initial stage is to calculate data X and data Y.
At this stage, the calculation method is different from the others.
The calculation stages are as follows:


  • D1,D1 means (X1-X1) + (Y1-Y1) ^ 2 (using euclidean distance)
  • D1,D2 means (X1-X2) + (Y1-Y2) ^ 2 (using euclidean distance)
  • D1,D3 means (X1-X3) + (Y1-Y3) ^ 2 (using euclidean distance)
  • D1,D4 means (X1-X4) + (Y1-Y4) ^ 2 (using euclidean distance)
  • D1,D5 means (X1-X5) + (Y1-Y5) ^ 2 (using euclidean distance)
  • D2,D2 means (X2-X2) + (Y2-Y2) ^ 2 (using euclidean distance)
  • D2,D3 means (X2-X3) + (Y2-Y3) ^ 2 (using euclidean distance)
  • D2,D4 means (X2-X4) + (Y2-Y4) ^ 2 (using euclidean distance)
  • D2,D5 means (X2-X5) + (Y2-Y5) ^ 2 (using euclidean distance)
  • D3,D3 means (X3-X3) + (Y3-Y3) ^ 2 (using euclidean distance)
  • D3,D4 means (X4-X4) + (Y4-Y4) ^ 2 (using euclidean distance)
  • D3,D5 means (X5-X5) + (Y5-Y5) ^ 2 (using euclidean distance)
  • D4,D4 means (X4-X4) + (Y4-Y4) ^ 2 (using euclidean distance)
  • D4,D5 means (X4-X5) + (Y4-Y5) ^ 2 (using euclidean distance)
  • D5,D5 means (X5-X5) + (Y5-Y5) ^ 2 (using euclidean distance)

 

 The results are as follows:


 

 Next is to create a matrix diagram:


From the matrix above, we will choose the smallest result except 0 and it turns out that the smallest value is 1.414213562 which belongs to data 3 to 5 and 5 to 3.
We will combine the data to form the following:

  • D(35)1
  • D(35)2
  • D(35)4


The results obtained are as follows:

 

 After getting the data, the smallest value is selected to form a matrix as follows:


 

 After that, the smallest data from the data above is selected again, so that what is obtained is as follows:

  • D(352)1
  • D(352)4


The results obtained are as follows:


 

 After getting the data, the smallest value is selected to form a matrix as follows:

 

 

After that, the smallest data from the data above is selected again, so that what is obtained is as follows:

  • D(3524)1

 
The results obtained are as follows:


 

After getting the data, the smallest value is selected to form a matrix as follows: 


From the results above, we can create a diagram, so that the diagram is formed as follows:

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