Page 65 - Proceeding The 2nd International Seminar of Science and Technology : Accelerating Sustainable Innovation Towards Society 5.0
P. 65
nd
The 2 International Seminar of Science and Technology
“Accelerating Sustainable innovation towards Society 5.0”
ISST 2022 FST UT 2022
Universitas Terbuka
2 0.4640712 49 0.15
3 0.4389218 73 0.33
4 0.3809439 179 1.18
5 0.3595105 127 1.10
6 0.3753652 121 1.16
7 0.3459356 177 2.04
8 0.3346046 179 2.28
Based on Table. 1, we can see that optimal cluster formed with use
FCM algorithm that is in cluster 2 with highest MPC value as big as
0.5552903 with amount iteration as much as 35 and time computing
0.11 seconds.
3.1.2 Grouping with Fuzzy Possibilistic C-Means (FPCM)
Table 2. The results of grouping with FP CM.
Cluster MPC Number of Computing
Iterations Time
2 0.4640706 33 0.11
3 0.4388908 43 0.22
4 0.3808963 119 0.86
5 0.3595786 74 0.64
6 0.3754238 66 0.70
7 0.3460403 112 1.33
8 0.3344400 150 2.12
In Table. 2, we can conclude that Cluster 2 is optimal cluster formed
for FPCM method. This thing seen from highest MPC value that is as
big as 0.5552900 with amount iteration as much as 21 and time
computing 0.07 seconds.
3.1.3 Grouping with Possibilistic Fuzzy C-Means (PFCM)
Table 3. The results of grouping with PFCM.
Cluster MPC Number of Computing Time
Iterations
2 0.4608578 49 0.17
3 0.4301043 70 0.45
4 0.3719067 210 1.38
44 ISST 2022 – FST Universitas Terbuka, Indonesia
International Seminar of Science and Technology “Accelerating Sustainable
Towards Society 5.0