Senin, 18 Desember 2023

Complete Linkage Manhattan Distance Hierarchy Classification

The classification hierarchy will use the Manhattan 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 ABS((X1-X1) + (Y1-Y1)) (using Manhattan distance) must be absolute
  • D1,D2 means ABS((X1-X2) + (Y1-Y2)) (using Manhattan distance) must be absolute
  • D1,D3 means ABS((X1-X3) + (Y1-Y3)) (using Manhattan distance) must be absolute
  • D1,D4 means ABS((X1-X4) + (Y1-Y4)) (using Manhattan distance) must be absolute
  • D1,D5 means ABS((X1-X5) + (Y1-Y5)) (using Manhattan distance) must be absolute
  • D2,D2 means ABS((X2-X2) + (Y2-Y2)) (using Manhattan distance) must be absolute
  • D2,D3 means ABS((X2-X3) + (Y2-Y3)) (using Manhattan distance) must be absolute
  • D2,D4 means ABS((X2-X4) + (Y2-Y4)) (using Manhattan distance) must be absolute
  • D2,D5 means ABS((X2-X5) + (Y2-Y5)) (using Manhattan distance) must be absolute
  • D3,D3 means ABS((X3-X3) + (Y3-Y3)) (using Manhattan distance) must be absolute
  • D3,D4 means ABS((X4-X4) + (Y4-Y4)) (using Manhattan distance) must be absolute
  • D3,D5 means ABS((X5-X5) + (Y5-Y5)) (using Manhattan distance) must be absolute
  • D4,D4 means ABS((X4-X4) + (Y4-Y4)) (using Manhattan distance) must be absolute
  • D4,D5 means ABS((X4-X5) + (Y4-Y5)) (using Manhattan distance) must be absolute
  • D5,D5 means ABS((X5-X5) + (Y5-Y5)) (using Manhattan distance) must be absolute


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 which is owned by data 4 to 5 and 5 to 4.
We will combine the data to form the following:

  • D(45)1
  • D(45)2
  • D(45)3


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(452)1
  • D(452)3


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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