Analisis Kinerja Metode Dbscan (Density-Based Spatial Clustering of Applications with Noise) dan K-Means Dalam Sistem Pendukung Keputusan
45
Lampiran 1
Data Awal Calon Siswa SMK
Nomor
Pendaftaran
A001
A002
A003
A004
A005
A006
A007
A008
A009
A010
A011
A012
A013
A014
A015
A016
A017
A018
A019
A020
A021
A022
A023
A024
A025
A026
A027
A028
A029
A030
A031
A032
A033
Nama
Usia
Jenis
Kelamin
Pekerjaan
Orang Tua
Penghasilan
orang Tua
Nilai
Tes
Tinggi
Badan
Tanggungan
Anak
desi wulandari
dewi amalia
harry juandhika
yoanda priantosa
syaiful aldi
aldy hidayat
ria agustina
firman ginting
tri alvina
eria oktavianti
khairul amri
M. andre
rasiqah anayyah
sinta sarah
dimas amanda
Macro
Afriansyah
nurul azizah
dimas prayogi
Ahmad farhan
mia monica
suci yukhani
nova niagara
cindy syntia
safitri ramadhani
livia annisa lubis
nofita hanum
sri dewi mayrani
khairunisa
yustika
gita mutia
16
15
16
16
16
15
15
17
16
16
15
16
16
15
15
15
16
16
16
17
16
16
15
15
15
16
17
16
P
P
L
P
L
L
P
L
P
P
L
L
P
P
L
L
L
P
P
L
P
P
P
P
P
P
P
P
wiraswasta
pns
wirausaha
buruh
buruh
karyawan
pns
wirausaha
wiraswasta
wiraswasta
guru
pedagang
pns
pns
wirausaha
buruh
pedagang
pedagang
guru
pedagang
polisi
tni
pedagang
tni
wiraswasta
karyawan
wiraswasta
wiraswasta
1750000
3000000
2000000
2500000
2500000
2800000
3500000
3000000
1800000
1700000
1000000
870000
1000000
3000000
2000000
1600000
1500000
900000
950000
1000000
5000000
5700000
1200000
550000
2500000
1500000
1300000
1500000
80
75
90
85
70
75
70
65
85
80
95
60
70
85
75
70
80
85
85
65
80
90
70
90
80
70
80
75
147
150
152
148
150
151
152
153
154
150
146
142
142
150
153
154
156
148
148
150
150
153
150
140
147
150
145
152
2
3
1
1
2
2
2
3
2
2
2
2
1
1
1
2
2
2
1
2
2
1
2
2
1
3
2
2
16
16
16
16
16
P
P
P
L
P
wiraswasta
wiraswasta
pedagang
pns
guru
1500000
1000000
1300000
3000000
1200000
85
80
83
78
83
150
152
145
150
143
1
2
3
3
2
Annisa Az-Zahra
Arif Kusuma Wijaya
Aseh Trisnawati
Universitas Sumatera Utara
46
A034
A035
A036
A037
A038
A039
A040
Atika Dewi
Azhar Fauzinur
Bambang Sumatri
Chairunnisa Sikumbang
Chairinnisa
Desi Permata Putri
Dimas Fadillah Rizki
15
16
16
16
16
16
16
P
L
L
P
P
P
L
sales
guru
manager
buruh
buruh
petani
wiraswasta
2300000
2000000
3500000
2500000
2700000
1000000
2600000
83
78
85
78
82
83
78
145
152
153
150
148
145
150
Universitas Sumatera Utara
2
1
1
1
3
3
2
47
Lampiran 2
Data Hasil Inisialisasi
Nomor
Pendaftaran
X1
X2
X3
X4
X5
A001
A002
A003
A004
A005
A006
A007
A008
A009
A010
A011
A012
A013
A014
A015
A016
A017
A018
A019
A020
A021
A022
A023
A024
A025
A026
A027
A028
2
2
1
2
1
1
2
1
2
2
1
1
2
2
1
1
1
2
2
1
2
2
2
2
2
2
2
2
2
3
2
2
2
3
4
3
2
2
1
1
4
3
2
1
1
1
1
1
5
6
1
6
2
1
1
1
4
3
6
5
2
3
2
1
5
4
6
1
5
5
3
2
4
5
5
1
4
6
2
6
4
2
4
3
3
4
5
3
4
4
5
5
5
4
3
4
2
4
5
5
6
3
3
4
4
5
4
5
3
4
2
5
2
3
1
1
2
2
2
3
2
2
2
2
1
1
1
2
2
2
1
2
2
1
2
2
1
3
2
2
Universitas Sumatera Utara
48
A029
A030
A031
A032
A033
A034
A035
A036
A037
A038
A039
A040
2
2
2
1
2
2
1
1
2
2
2
1
1
1
1
3
1
2
2
4
2
3
1
3
5
4
4
4
4
4
4
5
4
4
4
4
4
5
2
4
2
2
5
5
4
3
2
4
1
2
3
3
2
2
1
1
1
3
3
2
Universitas Sumatera Utara
49
Lampiran 3
Penentuan Cluster Awal
Nomor
Pendaftaran
X1
X2
X3
X4
X5
JUMLAH
CLUSTER
A001
A002
A003
A004
A005
A006
A007
A008
A009
A010
A011
A012
2
2
1
2
1
1
2
1
2
2
1
1
2
3
2
2
2
3
4
3
2
2
1
1
4
3
6
5
2
3
2
1
5
4
6
1
3
4
5
3
4
4
5
5
5
4
3
1
2
3
1
1
2
2
2
3
2
2
2
2
13
15
15
13
11
13
15
13
16
14
13
6
3
3
3
3
2
3
3
3
4
3
3
1
A013
A014
A015
A016
A017
A018
A019
A020
A021
A022
A023
A024
A025
A026
A027
A028
A029
A030
A031
A032
A033
A034
A035
2
2
1
1
1
2
2
1
2
2
2
2
2
2
2
2
2
2
2
1
2
2
1
1
3
2
1
1
1
1
1
5
6
1
6
2
1
1
1
1
1
1
3
1
2
2
2
5
3
2
4
5
5
1
4
6
2
6
4
2
4
3
5
4
4
4
4
4
4
1
4
5
5
6
3
3
4
4
5
4
5
3
4
2
5
4
5
2
4
2
2
5
1
1
1
2
2
2
1
2
2
1
2
2
1
3
2
2
1
2
3
3
2
2
1
7
15
12
11
14
13
12
9
17
20
11
21
12
12
11
13
13
14
12
15
11
12
13
1
3
3
2
3
3
3
2
4
5
2
6
3
3
2
3
3
2
3
3
2
3
3
Universitas Sumatera Utara
50
A036
A037
A038
A039
A040
1
2
2
2
1
4
2
3
1
3
5
4
4
4
4
5
4
3
2
4
1
1
3
3
2
16
13
15
12
14
4
3
3
3
3
Universitas Sumatera Utara
51
Lampiran 4
Jarak Euclidean Pada Iterasi-1
No
Pendaftaran
X1
X2
X3
X4
X5
C1
C2
C3
C4
C5
C6
Jarak
Terdekat Ke
Cluster
A001
A002
A003
A004
A005
A006
A007
A008
A009
A010
A011
A012
A013
A014
A015
A016
A017
A018
A019
A020
A021
A022
A023
A024
A025
A026
A027
A028
A029
A030
A031
A032
A033
A034
A035
2
2
1
2
1
1
2
1
2
2
1
1
2
2
1
1
1
2
2
1
2
2
2
2
2
2
2
2
2
2
2
1
2
2
1
2
3
2
2
2
3
4
3
2
2
1
1
1
3
2
1
1
1
1
1
5
6
1
6
2
1
1
1
1
1
1
3
1
2
2
4
3
6
5
2
3
2
1
5
4
6
1
2
5
3
2
4
5
5
1
4
6
2
6
4
2
4
3
5
4
4
4
4
4
4
3
4
5
3
4
4
5
5
5
4
3
1
1
4
5
5
6
3
3
4
4
5
4
5
3
4
2
5
4
5
2
4
2
2
5
2
3
1
1
2
2
2
3
2
2
2
2
1
1
1
2
2
2
1
2
2
1
2
2
1
3
2
2
1
2
3
3
2
2
1
3.4278
4.2131
6.1441
4.2131
3.2787
3.9686
5.0744
4.7697
5.4544
4.0927
4.9749
0.866
0.866
5.0744
4.4441
4.0927
5.6347
4.0927
4.0927
3.1225
5.6347
7.8581
3.1225
7.8581
3.4278
3.4278
2.7839
4.3301
4.6637
4.7697
3.1225
4.6637
2.7839
2.958
4.8734
1.755
2.19
3.809
2.766
1.286
1.985
3.242
3.061
2.792
1.629
3.414
3.264
3.014
3.122
1.948
1.584
2.688
2.437
2.634
1.835
4.098
6.101
0.892
6.019
2.02
1.34
2.19
1.392
2.552
1.874
2.407
2.552
2.19
2.347
2.317
0.885
1.78
2.649
1.669
2.042
1.524
3.041
3.543
1.645
0.411
2.53
4.226
3.681
1.78
1.885
2.56
2.499
1.714
1.945
3.165
3.028
4.765
2.205
4.676
1.277
2.453
2.097
1.844
1.78
1.598
2.357
1.622
2.097
1.844
1.645
2.494
2.357
2.357
2.494
3.3
2.055
2.749
4.028
1.795
1.972
3.496
5.878
5.312
1.247
2.56
3.859
3.145
3.197
3.249
4.643
1.7
2.809
3.859
2.749
2.56
4.069
3.859
3.197
2.867
2.809
4.069
1.622
3.859
3.249
2.055
5
4.796
4.123
4.583
5.916
4.583
4.583
6.245
4.243
4.69
5.568
8.246
7.55
3.317
5.099
6.557
5.657
5.568
5.477
7.28
2.646
0
6.557
1
4.899
6.782
6.245
5.916
5.196
5.477
6.481
4.359
6.245
5.477
4.583
4.899
4.4721
4.2426
4.6904
5.831
4.4721
4.4721
6
4.1231
4.5826
5.4772
8.1854
7.6158
3.4641
5.1962
6.4807
5.5678
5.4772
5.5678
7.2111
2.4495
1
6.4807
0
5
6.5574
6.1644
5.831
5.2915
5.3852
6.245
4
6.1644
5.3852
4.6904
3
3
2
3
2
3
4
2
3
3
3
1
1
4
3
2
3
3
3
2
4
5
2
6
3
2
3
2
3
3
3
3
3
3
3
Kriteria
Cluster
Universitas Sumatera Utara
52
A036
A037
A038
A039
A040
1
2
2
2
1
4
2
3
1
3
5
4
4
4
4
5
4
3
2
4
1
1
3
3
2
6.1441
4.0927
4.0927
3.1225
4.4441
4.046
1.911
2.607
2.407
2.347
2.804
1.007
1.714
2.357
1.215
1.106
2.055
2.357
4.069
1.374
2.449 2.6458
4.583 4.6904
4.583 4.2426
6.481 6.245
4 3.873
Universitas Sumatera Utara
4
3
3
3
3
53
Lampiran 5
Jarak Euclidean Pada Iterasi-2
Kriteria
X2 X3 X4
No
Pendaftaran
X1
A001
A002
A003
A004
A005
A006
A007
A008
A009
A010
A011
A012
A013
A014
A015
A016
A017
2
2
1
2
1
1
2
1
2
2
1
1
2
2
1
1
1
2
3
2
2
2
3
4
3
2
2
1
1
1
3
2
1
1
4
3
6
5
2
3
2
1
5
4
6
1
2
5
3
2
4
A018
A019
A020
A021
A022
A023
A024
A025
A026
A027
A028
A029
A030
A031
A032
A033
A034
2
2
1
2
2
2
2
2
2
2
2
2
2
2
1
2
2
1
1
1
5
6
1
6
2
1
1
1
1
1
1
3
1
2
5
5
1
4
6
2
6
4
2
4
3
5
4
4
4
4
4
C5
C6
Jarak
Terdekat Ke
Cluster
2.562
2.136
3.01
2.75
3.01
1.75
2.136
3.614
2.358
2.136
4.008
5.573
5.056
1.601
2.462
3.75
3.473
5
4.472
4.123
4.583
5.916
4.583
4.583
6.245
4.243
4.69
5.568
8.246
7.55
3.317
5.099
6.557
5.657
4.899
4.4721
4.2426
4.6904
5.831
4.4721
4.4721
6
4.1231
4.5826
5.4772
8.1854
7.6158
3.4641
5.1962
6.4807
5.5678
3
3
3
3
2
2
4
2
3
3
3
1
1
4
2
2
2
3.544
3.544
4.366
1.25
2.926
3.683
2.926
2.562
3.945
3.945
3.25
3.25
3.092
4.191
2.016
3.945
3.25
5.568
5.477
7.28
2.646
0
6.557
1
4.899
6.782
6.245
5.916
5.196
5.477
6.481
4.359
6.245
5.477
5.4772
5.5678
7.2111
2.4495
1
6.4807
0
5
6.5574
6.1644
5.831
5.2915
5.3852
6.245
4
6.1644
5.3852
3
3
2
4
5
2
6
3
2
3
2
3
3
3
3
3
3
Cluster
C3
C4
X5
C1
C2
3
4
5
3
4
4
5
5
5
4
3
1
1
4
5
5
6
2
3
1
1
2
2
2
3
2
2
2
2
1
1
1
2
2
3.4278
4.2131
6.1441
4.2131
3.2787
3.9686
5.0744
4.7697
5.4544
4.0927
4.9749
0.866
0.866
5.0744
4.4441
4.0927
5.6347
2.355
2.012
3.879
3.324
0.893
1.746
2.655
2.301
2.792
1.883
3.975
3.814
3.781
3.324
1.516
0.893
2.301
0.676
2.071
2.622
1.399
2.336
1.881
3.434
3.91
1.719
0.611
2.189
4.198
3.565
1.814
2.208
2.821
2.685
3
3
4
4
5
4
5
3
4
2
5
4
5
2
4
2
2
2
1
2
2
1
2
2
1
3
2
2
1
2
3
3
2
2
4.0927
4.0927
3.1225
5.6347
7.8581
3.1225
7.8581
3.4278
3.4278
2.7839
4.3301
4.6637
4.7697
3.1225
4.6637
2.7839
2.958
3.13
3.324
1.596
3.943
5.941
1.023
5.835
2.607
1.34
3.09
1.139
3.008
1.883
3.209
2.459
3.09
3.09
1.306
1.594
3.372
3.259
4.912
2.371
4.826
1.136
2.606
1.767
2.051
1.567
1.695
2.071
1.837
1.767
1.594
Universitas Sumatera Utara
54
A035
A036
A037
A038
A039
A040
1
1
2
2
2
1
2
4
2
3
1
3
4
5
4
4
4
4
5
5
4
3
2
4
1
1
1
3
3
2
4.8734
6.1441
4.0927
4.0927
3.1225
4.4441
2.132
3.847
2.19
2.88
3.209
2.301
1.881
3.007
1.098
1.744
2.071
1.485
2.25
1.436
2.136
2.358
4.191
1.436
4.583
2.449
4.583
4.583
6.481
4
4.6904
2.6458
4.6904
4.2426
6.245
3.873
Universitas Sumatera Utara
3
4
3
3
3
4
55
Lampiran 6
Jarak Euclidean Pada Iterasi-3
Kriteria
No
Pendaftaran
A001
A002
A003
A004
A005
A006
A007
A008
A009
A010
A011
A012
A013
A014
A015
A016
A017
A018
A019
A020
A021
A022
A023
A024
A025
A026
A027
A028
A029
A030
A031
A032
A033
A034
Jarak
Terdekat
Ke Cluster
Cluster
X1
X2
X3
X4
X5
C1
C2
C3
C4
C5
C6
2
2
1
2
1
1
2
1
2
2
1
1
2
2
1
1
1
2
2
1
2
2
2
2
2
2
2
2
2
2
2
1
2
2
2
3
2
2
2
3
4
3
2
2
1
1
1
3
2
1
1
1
1
1
5
6
1
6
2
1
1
1
1
1
1
3
1
2
4
3
6
5
2
3
2
1
5
4
6
1
2
5
3
2
4
5
5
1
4
6
2
6
4
2
4
3
5
4
4
4
4
4
3
4
5
3
4
4
5
5
5
4
3
1
1
4
5
5
6
3
3
4
4
5
4
5
3
4
2
5
4
5
2
4
2
2
2
3
1
1
2
2
2
3
2
2
2
2
1
1
1
2
2
2
1
2
2
1
2
2
1
3
2
2
1
2
3
3
2
2
3.428
4.213
6.144
4.213
3.279
3.969
5.074
4.77
5.454
4.093
4.975
0.866
0.866
5.074
4.444
4.093
5.635
4.093
4.093
3.122
5.635
7.858
3.122
7.858
3.428
3.428
2.784
4.33
4.664
4.77
3.122
4.664
2.784
2.958
2.472
2.027
3.913
3.422
0.843
1.706
2.551
2.17
2.848
1.977
4.088
3.887
3.887
3.363
1.453
0.843
2.304
3.273
3.451
1.584
3.913
5.908
1.145
5.806
2.704
1.453
3.242
1.229
3.116
1.977
3.363
2.472
3.242
3.211
0.6459
2.2758
2.6073
1.2103
2.6073
2.1466
3.6824
4.1905
1.7696
0.8095
1.9852
4.2749
3.5641
1.8095
2.4666
3.0765
2.8599
1.0411
1.376
3.604
3.3719
4.9462
2.5705
4.8637
1.1076
2.7925
1.6148
2.2548
1.46
1.8226
1.9489
2.009
1.6148
1.4762
2.349
1.98
2.884
2.592
2.814
1.523
2.173
3.51
2.218
1.929
3.784
5.378
4.891
1.523
2.307
3.567
3.305
3.335
3.365
4.186
1.386
3.118
3.51
3.085
2.392
3.758
3.731
3.085
3.085
2.919
3.965
1.766
3.731
3.053
5
4.796
4.123
4.583
5.916
4.583
4.583
6.245
4.243
4.69
5.568
8.246
7.55
3.317
5.099
6.557
5.657
5.568
5.477
7.28
2.646
0
6.557
1
4.899
6.782
6.245
5.916
5.196
5.477
6.481
4.359
6.245
5.477
4.899
4.472
4.243
4.69
5.831
4.472
4.472
6
4.123
4.583
5.477
8.185
7.616
3.464
5.196
6.481
5.568
5.477
5.568
7.211
2.449
1
6.481
0
5
6.557
6.164
5.831
5.292
5.385
6.245
4
6.164
5.385
Universitas Sumatera Utara
3
4
3
3
2
4
4
2
3
3
3
1
1
3
2
2
2
3
3
2
4
5
2
6
3
2
3
2
3
3
3
4
3
3
56
A035
A036
A037
A038
A039
A040
1
1
2
2
2
1
2
4
2
3
1
3
4
5
4
4
4
4
5
5
4
3
2
4
1
1
1
3
3
2
4.873
6.144
4.093
4.093
3.122
4.444
2.124 2.0789 2.078 4.583 4.69
3.809 3.115 1.456 2.449 2.646
2.261 1.2103 1.98 4.583 4.69
2.951 1.783 2.173 4.583 4.243
3.363 1.9489 3.965 6.481 6.245
2.304 1.687 1.149
4 3.873
Universitas Sumatera Utara
4
4
3
3
3
4
57
Lampiran 7
Jarak Euclidean Pada Iterasi-4
Kriteria
No
Pendaftaran
A001
A002
A003
A004
A005
A006
A007
A008
A009
A010
A011
A012
A013
A014
A015
A016
A017
A018
A019
A020
A021
A022
A023
A024
A025
A026
A027
A028
A029
A030
A031
A032
A033
A034
Jarak
Terdekat
Ke Cluster
Cluster
X1
X2
X3
X4
X5
C1
C2
C3
C4
C5
C6
2
2
1
2
1
1
2
1
2
2
1
1
2
2
1
1
1
2
2
1
2
2
2
2
2
2
2
2
2
2
2
1
2
2
2
3
2
2
2
3
4
3
2
2
1
1
1
3
2
1
1
1
1
1
5
6
1
6
2
1
1
1
1
1
1
3
1
2
4
3
6
5
2
3
2
1
5
4
6
1
2
5
3
2
4
5
5
1
4
6
2
6
4
2
4
3
5
4
4
4
4
4
3
4
5
3
4
4
5
5
5
4
3
1
1
4
5
5
6
3
3
4
4
5
4
5
3
4
2
5
4
5
2
4
2
2
2
3
1
1
2
2
2
3
2
2
2
2
1
1
1
2
2
2
1
2
2
1
2
2
1
3
2
2
1
2
3
3
2
2
3.428
4.213
6.144
4.213
3.279
3.969
5.074
4.77
5.454
4.093
4.975
0.866
0.866
5.074
4.444
4.093
5.635
4.093
4.093
3.122
5.635
7.858
3.122
7.858
3.428
3.428
2.784
4.33
4.664
4.77
3.122
4.664
2.784
2.958
2.589
2.169
4.005
3.533
0.962
1.895
2.674
2.219
2.931
2.091
4.168
3.906
3.921
3.501
1.54
0.694
2.293
3.339
3.517
1.503
4.087
6.068
1.072
5.966
2.815
1.388
3.305
1.171
3.168
1.981
3.421
2.632
3.305
3.322
0.7331
2.4943
2.5977
1.0314
2.8117
2.3643
3.8812
4.4261
1.8526
1.0055
1.8668
4.336
3.5408
1.8095
2.6279
3.2623
3.0018
0.8648
1.1519
3.7712
3.4959
4.9906
2.7165
4.9322
1.0566
2.9666
1.5254
2.4084
1.3418
1.936
1.936
2.2268
1.5254
1.4366
2.077
1.436
3.01
2.658
2.194
0.901
1.953
2.926
2.136
1.601
3.649
4.905
4.589
1.887
1.953
2.969
2.926
3.132
3.288
3.579
1.82
3.783
2.969
3.649
2.305
3.132
3.437
2.61
3.01
2.562
3.579
1.25
3.437
2.839
5
4.796
4.123
4.583
5.916
4.583
4.583
6.245
4.243
4.69
5.568
8.246
7.55
3.317
5.099
6.557
5.657
5.568
5.477
7.28
2.646
0
6.557
1
4.899
6.782
6.245
5.916
5.196
5.477
6.481
4.359
6.245
5.477
4.899
4.472
4.243
4.69
5.831
4.472
4.472
6
4.123
4.583
5.477
8.185
7.616
3.464
5.196
6.481
5.568
5.477
5.568
7.211
2.449
1
6.481
0
5
6.557
6.164
5.831
5.292
5.385
6.245
4
6.164
5.385
Universitas Sumatera Utara
3
4
3
3
2
4
4
2
3
3
3
1
1
3
2
2
2
3
3
2
4
5
2
6
3
2
3
2
3
3
3
4
3
3
58
A035
A036
A037
A038
A039
A040
1
1
2
2
2
1
2
4
2
3
1
3
4
5
4
4
4
4
5
5
4
3
2
4
1
1
1
3
3
2
4.873
6.144
4.093
4.093
3.122
4.444
2.219 2.203 1.887 4.583 4.69
3.963 3.2053 1.953 2.449 2.646
2.365 1.261 1.887 4.583 4.69
3.097 1.9223 1.887 4.583 4.243
3.421 1.936 3.579 6.481 6.245
2.48 1.8808 0.75
4 3.873
Universitas Sumatera Utara
4
4
3
3
3
4
59
Lampiran 8
Pengelompokan pada Rule-based classification
1
IF
X1=1 OR 2
AND
X2=1
AND
X3=1
AND
X4=1
AND
X5=1
THEN
TIDAK LULUS
2
IF
X1=1 OR 2
AND
X2=2
AND
X3=1
AND
X4=1
AND
X5=1
THEN
TIDAK LULUS
3
IF
X1=1 OR 2
AND
X2=3
AND
X3=1
AND
X4=1
AND
X5=1
THEN
TIDAK LULUS
4
IF
X1=1 OR 2
AND
X2=4
AND
X3=1
AND
X4=1
AND
X5=1
THEN
TIDAK LULUS
5
IF
X1=1 OR 2
AND
X2=5
AND
X3=1
AND
X4=1
AND
X5=1
THEN
TIDAK LULUS
6
IF
X1=1 OR 2
AND
X2=6
AND
X3=1
AND
X4=1
AND
X5=1
THEN
TIDAK LULUS
7
IF
X1=1 OR 2
AND
X2=1
AND
X3=2
AND
X4=1
AND
X5=1
THEN
TIDAK LULUS
8
IF
X1=1 OR 2
AND
X2=2
AND
X3=2
AND
X4=1
AND
X5=1
THEN
TIDAK LULUS
9
IF
X1=1 OR 2
AND
X2=3
AND
X3=2
AND
X4=1
AND
X5=1
THEN
TIDAK LULUS
10
IF
X1=1 OR 2
AND
X2=4
AND
X3=2
AND
X4=1
AND
X5=1
THEN
TIDAK LULUS
11
IF
X1=1 OR 2
AND
X2=5
AND
X3=2
AND
X4=1
AND
X5=1
THEN
TIDAK LULUS
12
IF
X1=1 OR 2
AND
X2=6
AND
X3=2
AND
X4=1
AND
X5=1
THEN
TIDAK LULUS
13
IF
X1=1 OR 2
AND
X2=1
AND
X3=3
AND
X4=1
AND
X5=1
THEN
TIDAK LULUS
14
IF
X1=1 OR 2
AND
X2=2
AND
X3=3
AND
X4=1
AND
X5=1
THEN
RPL
15
IF
X1=1 OR 2
AND
X2=3
AND
X3=3
AND
X4=1
AND
X5=1
THEN
RPL
16
IF
X1=1 OR 2
AND
X2=4
AND
X3=3
AND
X4=1
AND
X5=1
THEN
RPL
17
IF
X1=1 OR 2
AND
X2=5
AND
X3=3
AND
X4=1
AND
X5=1
THEN
RPL
18
IF
X1=1 OR 2
AND
X2=6
AND
X3=3
AND
X4=1
AND
X5=1
THEN
RPL
19
IF
X1=1 OR 2
AND
X2=1
AND
X3=4
AND
X4=1
AND
X5=1
THEN
RPL
20
IF
X1=1 OR 2
AND
X2=2
AND
X3=4
AND
X4=1
AND
X5=1
THEN
RPL
21
IF
X1=1 OR 2
AND
X2=3
AND
X3=4
AND
X4=1
AND
X5=1
THEN
RPL
22
IF
X1=1 OR 2
AND
X2=4
AND
X3=4
AND
X4=1
AND
X5=1
THEN
RPL
23
IF
X1=1 OR 2
AND
X2=5
AND
X3=4
AND
X4=1
AND
X5=1
THEN
RPL
24
IF
X1=1 OR 2
AND
X2=6
AND
X3=4
AND
X4=1
AND
X5=1
THEN
RPL
25
IF
X1=1 OR 2
AND
X2=1
AND
X3=5
AND
X4=1
AND
X5=1
THEN
RPL
26
IF
X1=1 OR 2
AND
X2=2
AND
X3=5
AND
X4=1
AND
X5=1
THEN
RPL
27
IF
X1=1 OR 2
AND
X2=3
AND
X3=5
AND
X4=1
AND
X5=1
THEN
RPL
28
IF
X1=1 OR 2
AND
X2=4
AND
X3=5
AND
X4=1
AND
X5=1
THEN
RPL
29
IF
X1=1 OR 2
AND
X2=5
AND
X3=5
AND
X4=1
AND
X5=1
THEN
RPL
30
IF
X1=1 OR 2
AND
X2=6
AND
X3=5
AND
X4=1
AND
X5=1
THEN
RPL
31
IF
X1=1 OR 2
AND
X2=1
AND
X3=6
AND
X4=1
AND
X5=1
THEN
RPL
32
IF
X1=1 OR 2
AND
X2=2
AND
X3=6
AND
X4=1
AND
X5=1
THEN
RPL
33
IF
X1=1 OR 2
AND
X2=3
AND
X3=6
AND
X4=1
AND
X5=1
THEN
RPL
34
IF
X1=1 OR 2
AND
X2=4
AND
X3=6
AND
X4=1
AND
X5=1
THEN
RPL
35
IF
X1=1 OR 2
AND
X2=5
AND
X3=6
AND
X4=1
AND
X5=1
THEN
RPL
36
IF
X1=1 OR 2
AND
X2=6
AND
X3=6
AND
X4=1
AND
X5=1
THEN
RPL
37
IF
X1=1 OR 2
AND
X2=1
AND
X3=1
AND
X4=2
AND
X5=1
THEN
TIDAK LULUS
Universitas Sumatera Utara
60
38
IF
X1=1 OR 2
AND
X2=2
AND
X3=1
AND
X4=2
AND
X5=1
THEN
TIDAK LULUS
39
IF
X1=1 OR 2
AND
X2=3
AND
X3=1
AND
X4=2
AND
X5=1
THEN
TIDAK LULUS
40
IF
X1=1 OR 2
AND
X2=4
AND
X3=1
AND
X4=2
AND
X5=1
THEN
TIDAK LULUS
41
IF
X1=1 OR 2
AND
X2=5
AND
X3=1
AND
X4=2
AND
X5=1
THEN
TIDAK LULUS
42
IF
X1=1 OR 2
AND
X2=6
AND
X3=1
AND
X4=2
AND
X5=1
THEN
TIDAK LULUS
43
IF
X1=1 OR 2
AND
X2=1
AND
X3=2
AND
X4=2
AND
X5=1
THEN
RPL
44
IF
X1=1 OR 2
AND
X2=2
AND
X3=2
AND
X4=2
AND
X5=1
THEN
RPL
45
IF
X1=1 OR 2
AND
X2=3
AND
X3=2
AND
X4=2
AND
X5=1
THEN
RPL
46
IF
X1=1 OR 2
AND
X2=4
AND
X3=2
AND
X4=2
AND
X5=1
THEN
RPL
47
IF
X1=1 OR 2
AND
X2=5
AND
X3=2
AND
X4=2
AND
X5=1
THEN
RPL
48
IF
X1=1 OR 2
AND
X2=6
AND
X3=2
AND
X4=2
AND
X5=1
THEN
RPL
49
IF
X1=1 OR 2
AND
X2=1
AND
X3=3
AND
X4=2
AND
X5=1
THEN
TIDAK LULUS
50
IF
X1=1 OR 2
AND
X2=2
AND
X3=3
AND
X4=2
AND
X5=1
THEN
RPL
51
IF
X1=1 OR 2
AND
X2=3
AND
X3=3
AND
X4=2
AND
X5=1
THEN
RPL
52
IF
X1=1 OR 2
AND
X2=4
AND
X3=3
AND
X4=2
AND
X5=1
THEN
RPL
53
IF
X1=1 OR 2
AND
X2=5
AND
X3=3
AND
X4=2
AND
X5=1
THEN
RPL
54
IF
X1=1 OR 2
AND
X2=6
AND
X3=3
AND
X4=2
AND
X5=1
THEN
RPL
55
IF
X1=1 OR 2
AND
X2=1
AND
X3=4
AND
X4=2
AND
X5=1
THEN
TIDAK LULUS
56
IF
X1=1 OR 2
AND
X2=2
AND
X3=4
AND
X4=2
AND
X5=1
THEN
TKJ
57
IF
X1=1 OR 2
AND
X2=3
AND
X3=4
AND
X4=2
AND
X5=1
THEN
TKJ
58
IF
X1=1 OR 2
AND
X2=4
AND
X3=4
AND
X4=2
AND
X5=1
THEN
TKJ
59
IF
X1=1 OR 2
AND
X2=5
AND
X3=4
AND
X4=2
AND
X5=1
THEN
TKJ
60
IF
X1=1 OR 2
AND
X2=6
AND
X3=4
AND
X4=2
AND
X5=1
THEN
TKJ
61
IF
X1=1 OR 2
AND
X2=1
AND
X3=5
AND
X4=2
AND
X5=1
THEN
TIDAK LULUS
62
IF
X1=1 OR 2
AND
X2=2
AND
X3=5
AND
X4=2
AND
X5=1
THEN
AKUNTANSI
63
IF
X1=1 OR 2
AND
X2=3
AND
X3=5
AND
X4=2
AND
X5=1
THEN
AKUNTANSI
64
IF
X1=1 OR 2
AND
X2=4
AND
X3=5
AND
X4=2
AND
X5=1
THEN
AKUNTANSI
65
IF
X1=1 OR 2
AND
X2=5
AND
X3=5
AND
X4=2
AND
X5=1
THEN
MULTIMEDIA
66
IF
X1=1 OR 2
AND
X2=6
AND
X3=5
AND
X4=2
AND
X5=1
THEN
MULTIMEDIA
67
IF
X1=1 OR 2
AND
X2=1
AND
X3=6
AND
X4=2
AND
X5=1
THEN
TIDAK LULUS
68
IF
X1=1 OR 2
AND
X2=2
AND
X3=6
AND
X4=2
AND
X5=1
THEN
AKUNTANSI
69
IF
X1=1 OR 2
AND
X2=3
AND
X3=6
AND
X4=2
AND
X5=1
THEN
AKUNTANSI
70
IF
X1=1 OR 2
AND
X2=4
AND
X3=6
AND
X4=2
AND
X5=1
THEN
AKUNTANSI
71
IF
X1=1 OR 2
AND
X2=5
AND
X3=6
AND
X4=2
AND
X5=1
THEN
AKUNTANSI
72
IF
X1=1 OR 2
AND
X2=6
AND
X3=6
AND
X4=2
AND
X5=1
THEN
AKUNTANSI
73
IF
X1=1 OR 2
AND
X2=1
AND
X3=1
AND
X4=3
AND
X5=1
THEN
TIDAK LULUS
74
IF
X1=1 OR 2
AND
X2=2
AND
X3=1
AND
X4=3
AND
X5=1
THEN
TIDAK LULUS
75
IF
X1=1 OR 2
AND
X2=3
AND
X3=1
AND
X4=3
AND
X5=1
THEN
TIDAK LULUS
76
IF
X1=1 OR 2
AND
X2=4
AND
X3=1
AND
X4=3
AND
X5=1
THEN
TIDAK LULUS
77
IF
X1=1 OR 2
AND
X2=5
AND
X3=1
AND
X4=3
AND
X5=1
THEN
TIDAK LULUS
Universitas Sumatera Utara
61
78
IF
X1=1 OR 2
AND
X2=6
AND
X3=1
AND
X4=3
AND
X5=1
THEN
TIDAK LULUS
79
IF
X1=1 OR 2
AND
X2=1
AND
X3=2
AND
X4=3
AND
X5=1
THEN
TIDAK LULUS
80
IF
X1=1 OR 2
AND
X2=2
AND
X3=2
AND
X4=3
AND
X5=1
THEN
TIDAK LULUS
81
IF
X1=1 OR 2
AND
X2=3
AND
X3=2
AND
X4=3
AND
X5=1
THEN
TIDAK LULUS
82
IF
X1=1 OR 2
AND
X2=4
AND
X3=2
AND
X4=3
AND
X5=1
THEN
TIDAK LULUS
83
IF
X1=1 OR 2
AND
X2=5
AND
X3=2
AND
X4=3
AND
X5=1
THEN
TIDAK LULUS
84
IF
X1=1 OR 2
AND
X2=6
AND
X3=2
AND
X4=3
AND
X5=1
THEN
TIDAK LULUS
85
IF
X1=1 OR 2
AND
X2=1
AND
X3=3
AND
X4=3
AND
X5=1
THEN
TIDAK LULUS
86
IF
X1=1 OR 2
AND
X2=2
AND
X3=3
AND
X4=3
AND
X5=1
THEN
RPL
87
IF
X1=1 OR 2
AND
X2=3
AND
X3=3
AND
X4=3
AND
X5=1
THEN
TKJ
88
IF
X1=1 OR 2
AND
X2=4
AND
X3=3
AND
X4=3
AND
X5=1
THEN
MULTIMEDIA
89
IF
X1=1 OR 2
AND
X2=5
AND
X3=3
AND
X4=3
AND
X5=1
THEN
MULTIMEDIA
90
IF
X1=1 OR 2
AND
X2=6
AND
X3=3
AND
X4=3
AND
X5=1
THEN
MULTIMEDIA
91
IF
X1=1 OR 2
AND
X2=1
AND
X3=4
AND
X4=3
AND
X5=1
THEN
92
IF
X1=1 OR 2
AND
X2=2
AND
X3=4
AND
X4=3
AND
X5=1
THEN
93
IF
X1=1 OR 2
AND
X2=3
AND
X3=4
AND
X4=3
AND
X5=1
THEN
94
IF
X1=1 OR 2
AND
X2=4
AND
X3=4
AND
X4=3
AND
X5=1
THEN
95
IF
X1=1 OR 2
AND
X2=5
AND
X3=4
AND
X4=3
AND
X5=1
THEN
RPL
ADM
PERKANTORAN
ADM
PERKANTORAN
ADM
PERKANTORAN
ADM
PERKANTORAN
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
647
IF
X1=1 OR 2
AND
X2=5
AND
X3=6
AND
X4=6
AND
X5=3
THEN
AKUNTANSI
648
IF
X1=1 OR 2
AND
X2=6
AND
X3=6
AND
X4=6
AND
X5=3
THEN
AKUNTANSI
.
.
Universitas Sumatera Utara
62
Lampiran 9
Universitas Sumatera Utara
63
Universitas Sumatera Utara
64
Lampiran 10
Daftar Publikasi Ilmiah
No.
Judul Artikel
Penulis
1.
Penerapan Vigenere
Cipher Untuk
Alphabet Dalam
Bahasa Jerman
Fauziah
Nur
2.
Penerapan
Algoritma K-Means
Pada Siswa Baru
Sekolah
Menengah
Kejuruan Untuk
Clustering Jurusan
Fauziah
Nur
Publikasi
(Seminar /
Jurnal)
Seminar
Nasional
Teknologi
Rekayasa
(SNTR 2)
Jurnal
Nasional
Informatika
dan
Teknologi
Jaringan
(InfoTekJar)
Waktu
Publikasi
Tempat
12
Desember
2015
Tapaktuan
02 Maret
2017
Medan
Universitas Sumatera Utara
Lampiran 1
Data Awal Calon Siswa SMK
Nomor
Pendaftaran
A001
A002
A003
A004
A005
A006
A007
A008
A009
A010
A011
A012
A013
A014
A015
A016
A017
A018
A019
A020
A021
A022
A023
A024
A025
A026
A027
A028
A029
A030
A031
A032
A033
Nama
Usia
Jenis
Kelamin
Pekerjaan
Orang Tua
Penghasilan
orang Tua
Nilai
Tes
Tinggi
Badan
Tanggungan
Anak
desi wulandari
dewi amalia
harry juandhika
yoanda priantosa
syaiful aldi
aldy hidayat
ria agustina
firman ginting
tri alvina
eria oktavianti
khairul amri
M. andre
rasiqah anayyah
sinta sarah
dimas amanda
Macro
Afriansyah
nurul azizah
dimas prayogi
Ahmad farhan
mia monica
suci yukhani
nova niagara
cindy syntia
safitri ramadhani
livia annisa lubis
nofita hanum
sri dewi mayrani
khairunisa
yustika
gita mutia
16
15
16
16
16
15
15
17
16
16
15
16
16
15
15
15
16
16
16
17
16
16
15
15
15
16
17
16
P
P
L
P
L
L
P
L
P
P
L
L
P
P
L
L
L
P
P
L
P
P
P
P
P
P
P
P
wiraswasta
pns
wirausaha
buruh
buruh
karyawan
pns
wirausaha
wiraswasta
wiraswasta
guru
pedagang
pns
pns
wirausaha
buruh
pedagang
pedagang
guru
pedagang
polisi
tni
pedagang
tni
wiraswasta
karyawan
wiraswasta
wiraswasta
1750000
3000000
2000000
2500000
2500000
2800000
3500000
3000000
1800000
1700000
1000000
870000
1000000
3000000
2000000
1600000
1500000
900000
950000
1000000
5000000
5700000
1200000
550000
2500000
1500000
1300000
1500000
80
75
90
85
70
75
70
65
85
80
95
60
70
85
75
70
80
85
85
65
80
90
70
90
80
70
80
75
147
150
152
148
150
151
152
153
154
150
146
142
142
150
153
154
156
148
148
150
150
153
150
140
147
150
145
152
2
3
1
1
2
2
2
3
2
2
2
2
1
1
1
2
2
2
1
2
2
1
2
2
1
3
2
2
16
16
16
16
16
P
P
P
L
P
wiraswasta
wiraswasta
pedagang
pns
guru
1500000
1000000
1300000
3000000
1200000
85
80
83
78
83
150
152
145
150
143
1
2
3
3
2
Annisa Az-Zahra
Arif Kusuma Wijaya
Aseh Trisnawati
Universitas Sumatera Utara
46
A034
A035
A036
A037
A038
A039
A040
Atika Dewi
Azhar Fauzinur
Bambang Sumatri
Chairunnisa Sikumbang
Chairinnisa
Desi Permata Putri
Dimas Fadillah Rizki
15
16
16
16
16
16
16
P
L
L
P
P
P
L
sales
guru
manager
buruh
buruh
petani
wiraswasta
2300000
2000000
3500000
2500000
2700000
1000000
2600000
83
78
85
78
82
83
78
145
152
153
150
148
145
150
Universitas Sumatera Utara
2
1
1
1
3
3
2
47
Lampiran 2
Data Hasil Inisialisasi
Nomor
Pendaftaran
X1
X2
X3
X4
X5
A001
A002
A003
A004
A005
A006
A007
A008
A009
A010
A011
A012
A013
A014
A015
A016
A017
A018
A019
A020
A021
A022
A023
A024
A025
A026
A027
A028
2
2
1
2
1
1
2
1
2
2
1
1
2
2
1
1
1
2
2
1
2
2
2
2
2
2
2
2
2
3
2
2
2
3
4
3
2
2
1
1
4
3
2
1
1
1
1
1
5
6
1
6
2
1
1
1
4
3
6
5
2
3
2
1
5
4
6
1
5
5
3
2
4
5
5
1
4
6
2
6
4
2
4
3
3
4
5
3
4
4
5
5
5
4
3
4
2
4
5
5
6
3
3
4
4
5
4
5
3
4
2
5
2
3
1
1
2
2
2
3
2
2
2
2
1
1
1
2
2
2
1
2
2
1
2
2
1
3
2
2
Universitas Sumatera Utara
48
A029
A030
A031
A032
A033
A034
A035
A036
A037
A038
A039
A040
2
2
2
1
2
2
1
1
2
2
2
1
1
1
1
3
1
2
2
4
2
3
1
3
5
4
4
4
4
4
4
5
4
4
4
4
4
5
2
4
2
2
5
5
4
3
2
4
1
2
3
3
2
2
1
1
1
3
3
2
Universitas Sumatera Utara
49
Lampiran 3
Penentuan Cluster Awal
Nomor
Pendaftaran
X1
X2
X3
X4
X5
JUMLAH
CLUSTER
A001
A002
A003
A004
A005
A006
A007
A008
A009
A010
A011
A012
2
2
1
2
1
1
2
1
2
2
1
1
2
3
2
2
2
3
4
3
2
2
1
1
4
3
6
5
2
3
2
1
5
4
6
1
3
4
5
3
4
4
5
5
5
4
3
1
2
3
1
1
2
2
2
3
2
2
2
2
13
15
15
13
11
13
15
13
16
14
13
6
3
3
3
3
2
3
3
3
4
3
3
1
A013
A014
A015
A016
A017
A018
A019
A020
A021
A022
A023
A024
A025
A026
A027
A028
A029
A030
A031
A032
A033
A034
A035
2
2
1
1
1
2
2
1
2
2
2
2
2
2
2
2
2
2
2
1
2
2
1
1
3
2
1
1
1
1
1
5
6
1
6
2
1
1
1
1
1
1
3
1
2
2
2
5
3
2
4
5
5
1
4
6
2
6
4
2
4
3
5
4
4
4
4
4
4
1
4
5
5
6
3
3
4
4
5
4
5
3
4
2
5
4
5
2
4
2
2
5
1
1
1
2
2
2
1
2
2
1
2
2
1
3
2
2
1
2
3
3
2
2
1
7
15
12
11
14
13
12
9
17
20
11
21
12
12
11
13
13
14
12
15
11
12
13
1
3
3
2
3
3
3
2
4
5
2
6
3
3
2
3
3
2
3
3
2
3
3
Universitas Sumatera Utara
50
A036
A037
A038
A039
A040
1
2
2
2
1
4
2
3
1
3
5
4
4
4
4
5
4
3
2
4
1
1
3
3
2
16
13
15
12
14
4
3
3
3
3
Universitas Sumatera Utara
51
Lampiran 4
Jarak Euclidean Pada Iterasi-1
No
Pendaftaran
X1
X2
X3
X4
X5
C1
C2
C3
C4
C5
C6
Jarak
Terdekat Ke
Cluster
A001
A002
A003
A004
A005
A006
A007
A008
A009
A010
A011
A012
A013
A014
A015
A016
A017
A018
A019
A020
A021
A022
A023
A024
A025
A026
A027
A028
A029
A030
A031
A032
A033
A034
A035
2
2
1
2
1
1
2
1
2
2
1
1
2
2
1
1
1
2
2
1
2
2
2
2
2
2
2
2
2
2
2
1
2
2
1
2
3
2
2
2
3
4
3
2
2
1
1
1
3
2
1
1
1
1
1
5
6
1
6
2
1
1
1
1
1
1
3
1
2
2
4
3
6
5
2
3
2
1
5
4
6
1
2
5
3
2
4
5
5
1
4
6
2
6
4
2
4
3
5
4
4
4
4
4
4
3
4
5
3
4
4
5
5
5
4
3
1
1
4
5
5
6
3
3
4
4
5
4
5
3
4
2
5
4
5
2
4
2
2
5
2
3
1
1
2
2
2
3
2
2
2
2
1
1
1
2
2
2
1
2
2
1
2
2
1
3
2
2
1
2
3
3
2
2
1
3.4278
4.2131
6.1441
4.2131
3.2787
3.9686
5.0744
4.7697
5.4544
4.0927
4.9749
0.866
0.866
5.0744
4.4441
4.0927
5.6347
4.0927
4.0927
3.1225
5.6347
7.8581
3.1225
7.8581
3.4278
3.4278
2.7839
4.3301
4.6637
4.7697
3.1225
4.6637
2.7839
2.958
4.8734
1.755
2.19
3.809
2.766
1.286
1.985
3.242
3.061
2.792
1.629
3.414
3.264
3.014
3.122
1.948
1.584
2.688
2.437
2.634
1.835
4.098
6.101
0.892
6.019
2.02
1.34
2.19
1.392
2.552
1.874
2.407
2.552
2.19
2.347
2.317
0.885
1.78
2.649
1.669
2.042
1.524
3.041
3.543
1.645
0.411
2.53
4.226
3.681
1.78
1.885
2.56
2.499
1.714
1.945
3.165
3.028
4.765
2.205
4.676
1.277
2.453
2.097
1.844
1.78
1.598
2.357
1.622
2.097
1.844
1.645
2.494
2.357
2.357
2.494
3.3
2.055
2.749
4.028
1.795
1.972
3.496
5.878
5.312
1.247
2.56
3.859
3.145
3.197
3.249
4.643
1.7
2.809
3.859
2.749
2.56
4.069
3.859
3.197
2.867
2.809
4.069
1.622
3.859
3.249
2.055
5
4.796
4.123
4.583
5.916
4.583
4.583
6.245
4.243
4.69
5.568
8.246
7.55
3.317
5.099
6.557
5.657
5.568
5.477
7.28
2.646
0
6.557
1
4.899
6.782
6.245
5.916
5.196
5.477
6.481
4.359
6.245
5.477
4.583
4.899
4.4721
4.2426
4.6904
5.831
4.4721
4.4721
6
4.1231
4.5826
5.4772
8.1854
7.6158
3.4641
5.1962
6.4807
5.5678
5.4772
5.5678
7.2111
2.4495
1
6.4807
0
5
6.5574
6.1644
5.831
5.2915
5.3852
6.245
4
6.1644
5.3852
4.6904
3
3
2
3
2
3
4
2
3
3
3
1
1
4
3
2
3
3
3
2
4
5
2
6
3
2
3
2
3
3
3
3
3
3
3
Kriteria
Cluster
Universitas Sumatera Utara
52
A036
A037
A038
A039
A040
1
2
2
2
1
4
2
3
1
3
5
4
4
4
4
5
4
3
2
4
1
1
3
3
2
6.1441
4.0927
4.0927
3.1225
4.4441
4.046
1.911
2.607
2.407
2.347
2.804
1.007
1.714
2.357
1.215
1.106
2.055
2.357
4.069
1.374
2.449 2.6458
4.583 4.6904
4.583 4.2426
6.481 6.245
4 3.873
Universitas Sumatera Utara
4
3
3
3
3
53
Lampiran 5
Jarak Euclidean Pada Iterasi-2
Kriteria
X2 X3 X4
No
Pendaftaran
X1
A001
A002
A003
A004
A005
A006
A007
A008
A009
A010
A011
A012
A013
A014
A015
A016
A017
2
2
1
2
1
1
2
1
2
2
1
1
2
2
1
1
1
2
3
2
2
2
3
4
3
2
2
1
1
1
3
2
1
1
4
3
6
5
2
3
2
1
5
4
6
1
2
5
3
2
4
A018
A019
A020
A021
A022
A023
A024
A025
A026
A027
A028
A029
A030
A031
A032
A033
A034
2
2
1
2
2
2
2
2
2
2
2
2
2
2
1
2
2
1
1
1
5
6
1
6
2
1
1
1
1
1
1
3
1
2
5
5
1
4
6
2
6
4
2
4
3
5
4
4
4
4
4
C5
C6
Jarak
Terdekat Ke
Cluster
2.562
2.136
3.01
2.75
3.01
1.75
2.136
3.614
2.358
2.136
4.008
5.573
5.056
1.601
2.462
3.75
3.473
5
4.472
4.123
4.583
5.916
4.583
4.583
6.245
4.243
4.69
5.568
8.246
7.55
3.317
5.099
6.557
5.657
4.899
4.4721
4.2426
4.6904
5.831
4.4721
4.4721
6
4.1231
4.5826
5.4772
8.1854
7.6158
3.4641
5.1962
6.4807
5.5678
3
3
3
3
2
2
4
2
3
3
3
1
1
4
2
2
2
3.544
3.544
4.366
1.25
2.926
3.683
2.926
2.562
3.945
3.945
3.25
3.25
3.092
4.191
2.016
3.945
3.25
5.568
5.477
7.28
2.646
0
6.557
1
4.899
6.782
6.245
5.916
5.196
5.477
6.481
4.359
6.245
5.477
5.4772
5.5678
7.2111
2.4495
1
6.4807
0
5
6.5574
6.1644
5.831
5.2915
5.3852
6.245
4
6.1644
5.3852
3
3
2
4
5
2
6
3
2
3
2
3
3
3
3
3
3
Cluster
C3
C4
X5
C1
C2
3
4
5
3
4
4
5
5
5
4
3
1
1
4
5
5
6
2
3
1
1
2
2
2
3
2
2
2
2
1
1
1
2
2
3.4278
4.2131
6.1441
4.2131
3.2787
3.9686
5.0744
4.7697
5.4544
4.0927
4.9749
0.866
0.866
5.0744
4.4441
4.0927
5.6347
2.355
2.012
3.879
3.324
0.893
1.746
2.655
2.301
2.792
1.883
3.975
3.814
3.781
3.324
1.516
0.893
2.301
0.676
2.071
2.622
1.399
2.336
1.881
3.434
3.91
1.719
0.611
2.189
4.198
3.565
1.814
2.208
2.821
2.685
3
3
4
4
5
4
5
3
4
2
5
4
5
2
4
2
2
2
1
2
2
1
2
2
1
3
2
2
1
2
3
3
2
2
4.0927
4.0927
3.1225
5.6347
7.8581
3.1225
7.8581
3.4278
3.4278
2.7839
4.3301
4.6637
4.7697
3.1225
4.6637
2.7839
2.958
3.13
3.324
1.596
3.943
5.941
1.023
5.835
2.607
1.34
3.09
1.139
3.008
1.883
3.209
2.459
3.09
3.09
1.306
1.594
3.372
3.259
4.912
2.371
4.826
1.136
2.606
1.767
2.051
1.567
1.695
2.071
1.837
1.767
1.594
Universitas Sumatera Utara
54
A035
A036
A037
A038
A039
A040
1
1
2
2
2
1
2
4
2
3
1
3
4
5
4
4
4
4
5
5
4
3
2
4
1
1
1
3
3
2
4.8734
6.1441
4.0927
4.0927
3.1225
4.4441
2.132
3.847
2.19
2.88
3.209
2.301
1.881
3.007
1.098
1.744
2.071
1.485
2.25
1.436
2.136
2.358
4.191
1.436
4.583
2.449
4.583
4.583
6.481
4
4.6904
2.6458
4.6904
4.2426
6.245
3.873
Universitas Sumatera Utara
3
4
3
3
3
4
55
Lampiran 6
Jarak Euclidean Pada Iterasi-3
Kriteria
No
Pendaftaran
A001
A002
A003
A004
A005
A006
A007
A008
A009
A010
A011
A012
A013
A014
A015
A016
A017
A018
A019
A020
A021
A022
A023
A024
A025
A026
A027
A028
A029
A030
A031
A032
A033
A034
Jarak
Terdekat
Ke Cluster
Cluster
X1
X2
X3
X4
X5
C1
C2
C3
C4
C5
C6
2
2
1
2
1
1
2
1
2
2
1
1
2
2
1
1
1
2
2
1
2
2
2
2
2
2
2
2
2
2
2
1
2
2
2
3
2
2
2
3
4
3
2
2
1
1
1
3
2
1
1
1
1
1
5
6
1
6
2
1
1
1
1
1
1
3
1
2
4
3
6
5
2
3
2
1
5
4
6
1
2
5
3
2
4
5
5
1
4
6
2
6
4
2
4
3
5
4
4
4
4
4
3
4
5
3
4
4
5
5
5
4
3
1
1
4
5
5
6
3
3
4
4
5
4
5
3
4
2
5
4
5
2
4
2
2
2
3
1
1
2
2
2
3
2
2
2
2
1
1
1
2
2
2
1
2
2
1
2
2
1
3
2
2
1
2
3
3
2
2
3.428
4.213
6.144
4.213
3.279
3.969
5.074
4.77
5.454
4.093
4.975
0.866
0.866
5.074
4.444
4.093
5.635
4.093
4.093
3.122
5.635
7.858
3.122
7.858
3.428
3.428
2.784
4.33
4.664
4.77
3.122
4.664
2.784
2.958
2.472
2.027
3.913
3.422
0.843
1.706
2.551
2.17
2.848
1.977
4.088
3.887
3.887
3.363
1.453
0.843
2.304
3.273
3.451
1.584
3.913
5.908
1.145
5.806
2.704
1.453
3.242
1.229
3.116
1.977
3.363
2.472
3.242
3.211
0.6459
2.2758
2.6073
1.2103
2.6073
2.1466
3.6824
4.1905
1.7696
0.8095
1.9852
4.2749
3.5641
1.8095
2.4666
3.0765
2.8599
1.0411
1.376
3.604
3.3719
4.9462
2.5705
4.8637
1.1076
2.7925
1.6148
2.2548
1.46
1.8226
1.9489
2.009
1.6148
1.4762
2.349
1.98
2.884
2.592
2.814
1.523
2.173
3.51
2.218
1.929
3.784
5.378
4.891
1.523
2.307
3.567
3.305
3.335
3.365
4.186
1.386
3.118
3.51
3.085
2.392
3.758
3.731
3.085
3.085
2.919
3.965
1.766
3.731
3.053
5
4.796
4.123
4.583
5.916
4.583
4.583
6.245
4.243
4.69
5.568
8.246
7.55
3.317
5.099
6.557
5.657
5.568
5.477
7.28
2.646
0
6.557
1
4.899
6.782
6.245
5.916
5.196
5.477
6.481
4.359
6.245
5.477
4.899
4.472
4.243
4.69
5.831
4.472
4.472
6
4.123
4.583
5.477
8.185
7.616
3.464
5.196
6.481
5.568
5.477
5.568
7.211
2.449
1
6.481
0
5
6.557
6.164
5.831
5.292
5.385
6.245
4
6.164
5.385
Universitas Sumatera Utara
3
4
3
3
2
4
4
2
3
3
3
1
1
3
2
2
2
3
3
2
4
5
2
6
3
2
3
2
3
3
3
4
3
3
56
A035
A036
A037
A038
A039
A040
1
1
2
2
2
1
2
4
2
3
1
3
4
5
4
4
4
4
5
5
4
3
2
4
1
1
1
3
3
2
4.873
6.144
4.093
4.093
3.122
4.444
2.124 2.0789 2.078 4.583 4.69
3.809 3.115 1.456 2.449 2.646
2.261 1.2103 1.98 4.583 4.69
2.951 1.783 2.173 4.583 4.243
3.363 1.9489 3.965 6.481 6.245
2.304 1.687 1.149
4 3.873
Universitas Sumatera Utara
4
4
3
3
3
4
57
Lampiran 7
Jarak Euclidean Pada Iterasi-4
Kriteria
No
Pendaftaran
A001
A002
A003
A004
A005
A006
A007
A008
A009
A010
A011
A012
A013
A014
A015
A016
A017
A018
A019
A020
A021
A022
A023
A024
A025
A026
A027
A028
A029
A030
A031
A032
A033
A034
Jarak
Terdekat
Ke Cluster
Cluster
X1
X2
X3
X4
X5
C1
C2
C3
C4
C5
C6
2
2
1
2
1
1
2
1
2
2
1
1
2
2
1
1
1
2
2
1
2
2
2
2
2
2
2
2
2
2
2
1
2
2
2
3
2
2
2
3
4
3
2
2
1
1
1
3
2
1
1
1
1
1
5
6
1
6
2
1
1
1
1
1
1
3
1
2
4
3
6
5
2
3
2
1
5
4
6
1
2
5
3
2
4
5
5
1
4
6
2
6
4
2
4
3
5
4
4
4
4
4
3
4
5
3
4
4
5
5
5
4
3
1
1
4
5
5
6
3
3
4
4
5
4
5
3
4
2
5
4
5
2
4
2
2
2
3
1
1
2
2
2
3
2
2
2
2
1
1
1
2
2
2
1
2
2
1
2
2
1
3
2
2
1
2
3
3
2
2
3.428
4.213
6.144
4.213
3.279
3.969
5.074
4.77
5.454
4.093
4.975
0.866
0.866
5.074
4.444
4.093
5.635
4.093
4.093
3.122
5.635
7.858
3.122
7.858
3.428
3.428
2.784
4.33
4.664
4.77
3.122
4.664
2.784
2.958
2.589
2.169
4.005
3.533
0.962
1.895
2.674
2.219
2.931
2.091
4.168
3.906
3.921
3.501
1.54
0.694
2.293
3.339
3.517
1.503
4.087
6.068
1.072
5.966
2.815
1.388
3.305
1.171
3.168
1.981
3.421
2.632
3.305
3.322
0.7331
2.4943
2.5977
1.0314
2.8117
2.3643
3.8812
4.4261
1.8526
1.0055
1.8668
4.336
3.5408
1.8095
2.6279
3.2623
3.0018
0.8648
1.1519
3.7712
3.4959
4.9906
2.7165
4.9322
1.0566
2.9666
1.5254
2.4084
1.3418
1.936
1.936
2.2268
1.5254
1.4366
2.077
1.436
3.01
2.658
2.194
0.901
1.953
2.926
2.136
1.601
3.649
4.905
4.589
1.887
1.953
2.969
2.926
3.132
3.288
3.579
1.82
3.783
2.969
3.649
2.305
3.132
3.437
2.61
3.01
2.562
3.579
1.25
3.437
2.839
5
4.796
4.123
4.583
5.916
4.583
4.583
6.245
4.243
4.69
5.568
8.246
7.55
3.317
5.099
6.557
5.657
5.568
5.477
7.28
2.646
0
6.557
1
4.899
6.782
6.245
5.916
5.196
5.477
6.481
4.359
6.245
5.477
4.899
4.472
4.243
4.69
5.831
4.472
4.472
6
4.123
4.583
5.477
8.185
7.616
3.464
5.196
6.481
5.568
5.477
5.568
7.211
2.449
1
6.481
0
5
6.557
6.164
5.831
5.292
5.385
6.245
4
6.164
5.385
Universitas Sumatera Utara
3
4
3
3
2
4
4
2
3
3
3
1
1
3
2
2
2
3
3
2
4
5
2
6
3
2
3
2
3
3
3
4
3
3
58
A035
A036
A037
A038
A039
A040
1
1
2
2
2
1
2
4
2
3
1
3
4
5
4
4
4
4
5
5
4
3
2
4
1
1
1
3
3
2
4.873
6.144
4.093
4.093
3.122
4.444
2.219 2.203 1.887 4.583 4.69
3.963 3.2053 1.953 2.449 2.646
2.365 1.261 1.887 4.583 4.69
3.097 1.9223 1.887 4.583 4.243
3.421 1.936 3.579 6.481 6.245
2.48 1.8808 0.75
4 3.873
Universitas Sumatera Utara
4
4
3
3
3
4
59
Lampiran 8
Pengelompokan pada Rule-based classification
1
IF
X1=1 OR 2
AND
X2=1
AND
X3=1
AND
X4=1
AND
X5=1
THEN
TIDAK LULUS
2
IF
X1=1 OR 2
AND
X2=2
AND
X3=1
AND
X4=1
AND
X5=1
THEN
TIDAK LULUS
3
IF
X1=1 OR 2
AND
X2=3
AND
X3=1
AND
X4=1
AND
X5=1
THEN
TIDAK LULUS
4
IF
X1=1 OR 2
AND
X2=4
AND
X3=1
AND
X4=1
AND
X5=1
THEN
TIDAK LULUS
5
IF
X1=1 OR 2
AND
X2=5
AND
X3=1
AND
X4=1
AND
X5=1
THEN
TIDAK LULUS
6
IF
X1=1 OR 2
AND
X2=6
AND
X3=1
AND
X4=1
AND
X5=1
THEN
TIDAK LULUS
7
IF
X1=1 OR 2
AND
X2=1
AND
X3=2
AND
X4=1
AND
X5=1
THEN
TIDAK LULUS
8
IF
X1=1 OR 2
AND
X2=2
AND
X3=2
AND
X4=1
AND
X5=1
THEN
TIDAK LULUS
9
IF
X1=1 OR 2
AND
X2=3
AND
X3=2
AND
X4=1
AND
X5=1
THEN
TIDAK LULUS
10
IF
X1=1 OR 2
AND
X2=4
AND
X3=2
AND
X4=1
AND
X5=1
THEN
TIDAK LULUS
11
IF
X1=1 OR 2
AND
X2=5
AND
X3=2
AND
X4=1
AND
X5=1
THEN
TIDAK LULUS
12
IF
X1=1 OR 2
AND
X2=6
AND
X3=2
AND
X4=1
AND
X5=1
THEN
TIDAK LULUS
13
IF
X1=1 OR 2
AND
X2=1
AND
X3=3
AND
X4=1
AND
X5=1
THEN
TIDAK LULUS
14
IF
X1=1 OR 2
AND
X2=2
AND
X3=3
AND
X4=1
AND
X5=1
THEN
RPL
15
IF
X1=1 OR 2
AND
X2=3
AND
X3=3
AND
X4=1
AND
X5=1
THEN
RPL
16
IF
X1=1 OR 2
AND
X2=4
AND
X3=3
AND
X4=1
AND
X5=1
THEN
RPL
17
IF
X1=1 OR 2
AND
X2=5
AND
X3=3
AND
X4=1
AND
X5=1
THEN
RPL
18
IF
X1=1 OR 2
AND
X2=6
AND
X3=3
AND
X4=1
AND
X5=1
THEN
RPL
19
IF
X1=1 OR 2
AND
X2=1
AND
X3=4
AND
X4=1
AND
X5=1
THEN
RPL
20
IF
X1=1 OR 2
AND
X2=2
AND
X3=4
AND
X4=1
AND
X5=1
THEN
RPL
21
IF
X1=1 OR 2
AND
X2=3
AND
X3=4
AND
X4=1
AND
X5=1
THEN
RPL
22
IF
X1=1 OR 2
AND
X2=4
AND
X3=4
AND
X4=1
AND
X5=1
THEN
RPL
23
IF
X1=1 OR 2
AND
X2=5
AND
X3=4
AND
X4=1
AND
X5=1
THEN
RPL
24
IF
X1=1 OR 2
AND
X2=6
AND
X3=4
AND
X4=1
AND
X5=1
THEN
RPL
25
IF
X1=1 OR 2
AND
X2=1
AND
X3=5
AND
X4=1
AND
X5=1
THEN
RPL
26
IF
X1=1 OR 2
AND
X2=2
AND
X3=5
AND
X4=1
AND
X5=1
THEN
RPL
27
IF
X1=1 OR 2
AND
X2=3
AND
X3=5
AND
X4=1
AND
X5=1
THEN
RPL
28
IF
X1=1 OR 2
AND
X2=4
AND
X3=5
AND
X4=1
AND
X5=1
THEN
RPL
29
IF
X1=1 OR 2
AND
X2=5
AND
X3=5
AND
X4=1
AND
X5=1
THEN
RPL
30
IF
X1=1 OR 2
AND
X2=6
AND
X3=5
AND
X4=1
AND
X5=1
THEN
RPL
31
IF
X1=1 OR 2
AND
X2=1
AND
X3=6
AND
X4=1
AND
X5=1
THEN
RPL
32
IF
X1=1 OR 2
AND
X2=2
AND
X3=6
AND
X4=1
AND
X5=1
THEN
RPL
33
IF
X1=1 OR 2
AND
X2=3
AND
X3=6
AND
X4=1
AND
X5=1
THEN
RPL
34
IF
X1=1 OR 2
AND
X2=4
AND
X3=6
AND
X4=1
AND
X5=1
THEN
RPL
35
IF
X1=1 OR 2
AND
X2=5
AND
X3=6
AND
X4=1
AND
X5=1
THEN
RPL
36
IF
X1=1 OR 2
AND
X2=6
AND
X3=6
AND
X4=1
AND
X5=1
THEN
RPL
37
IF
X1=1 OR 2
AND
X2=1
AND
X3=1
AND
X4=2
AND
X5=1
THEN
TIDAK LULUS
Universitas Sumatera Utara
60
38
IF
X1=1 OR 2
AND
X2=2
AND
X3=1
AND
X4=2
AND
X5=1
THEN
TIDAK LULUS
39
IF
X1=1 OR 2
AND
X2=3
AND
X3=1
AND
X4=2
AND
X5=1
THEN
TIDAK LULUS
40
IF
X1=1 OR 2
AND
X2=4
AND
X3=1
AND
X4=2
AND
X5=1
THEN
TIDAK LULUS
41
IF
X1=1 OR 2
AND
X2=5
AND
X3=1
AND
X4=2
AND
X5=1
THEN
TIDAK LULUS
42
IF
X1=1 OR 2
AND
X2=6
AND
X3=1
AND
X4=2
AND
X5=1
THEN
TIDAK LULUS
43
IF
X1=1 OR 2
AND
X2=1
AND
X3=2
AND
X4=2
AND
X5=1
THEN
RPL
44
IF
X1=1 OR 2
AND
X2=2
AND
X3=2
AND
X4=2
AND
X5=1
THEN
RPL
45
IF
X1=1 OR 2
AND
X2=3
AND
X3=2
AND
X4=2
AND
X5=1
THEN
RPL
46
IF
X1=1 OR 2
AND
X2=4
AND
X3=2
AND
X4=2
AND
X5=1
THEN
RPL
47
IF
X1=1 OR 2
AND
X2=5
AND
X3=2
AND
X4=2
AND
X5=1
THEN
RPL
48
IF
X1=1 OR 2
AND
X2=6
AND
X3=2
AND
X4=2
AND
X5=1
THEN
RPL
49
IF
X1=1 OR 2
AND
X2=1
AND
X3=3
AND
X4=2
AND
X5=1
THEN
TIDAK LULUS
50
IF
X1=1 OR 2
AND
X2=2
AND
X3=3
AND
X4=2
AND
X5=1
THEN
RPL
51
IF
X1=1 OR 2
AND
X2=3
AND
X3=3
AND
X4=2
AND
X5=1
THEN
RPL
52
IF
X1=1 OR 2
AND
X2=4
AND
X3=3
AND
X4=2
AND
X5=1
THEN
RPL
53
IF
X1=1 OR 2
AND
X2=5
AND
X3=3
AND
X4=2
AND
X5=1
THEN
RPL
54
IF
X1=1 OR 2
AND
X2=6
AND
X3=3
AND
X4=2
AND
X5=1
THEN
RPL
55
IF
X1=1 OR 2
AND
X2=1
AND
X3=4
AND
X4=2
AND
X5=1
THEN
TIDAK LULUS
56
IF
X1=1 OR 2
AND
X2=2
AND
X3=4
AND
X4=2
AND
X5=1
THEN
TKJ
57
IF
X1=1 OR 2
AND
X2=3
AND
X3=4
AND
X4=2
AND
X5=1
THEN
TKJ
58
IF
X1=1 OR 2
AND
X2=4
AND
X3=4
AND
X4=2
AND
X5=1
THEN
TKJ
59
IF
X1=1 OR 2
AND
X2=5
AND
X3=4
AND
X4=2
AND
X5=1
THEN
TKJ
60
IF
X1=1 OR 2
AND
X2=6
AND
X3=4
AND
X4=2
AND
X5=1
THEN
TKJ
61
IF
X1=1 OR 2
AND
X2=1
AND
X3=5
AND
X4=2
AND
X5=1
THEN
TIDAK LULUS
62
IF
X1=1 OR 2
AND
X2=2
AND
X3=5
AND
X4=2
AND
X5=1
THEN
AKUNTANSI
63
IF
X1=1 OR 2
AND
X2=3
AND
X3=5
AND
X4=2
AND
X5=1
THEN
AKUNTANSI
64
IF
X1=1 OR 2
AND
X2=4
AND
X3=5
AND
X4=2
AND
X5=1
THEN
AKUNTANSI
65
IF
X1=1 OR 2
AND
X2=5
AND
X3=5
AND
X4=2
AND
X5=1
THEN
MULTIMEDIA
66
IF
X1=1 OR 2
AND
X2=6
AND
X3=5
AND
X4=2
AND
X5=1
THEN
MULTIMEDIA
67
IF
X1=1 OR 2
AND
X2=1
AND
X3=6
AND
X4=2
AND
X5=1
THEN
TIDAK LULUS
68
IF
X1=1 OR 2
AND
X2=2
AND
X3=6
AND
X4=2
AND
X5=1
THEN
AKUNTANSI
69
IF
X1=1 OR 2
AND
X2=3
AND
X3=6
AND
X4=2
AND
X5=1
THEN
AKUNTANSI
70
IF
X1=1 OR 2
AND
X2=4
AND
X3=6
AND
X4=2
AND
X5=1
THEN
AKUNTANSI
71
IF
X1=1 OR 2
AND
X2=5
AND
X3=6
AND
X4=2
AND
X5=1
THEN
AKUNTANSI
72
IF
X1=1 OR 2
AND
X2=6
AND
X3=6
AND
X4=2
AND
X5=1
THEN
AKUNTANSI
73
IF
X1=1 OR 2
AND
X2=1
AND
X3=1
AND
X4=3
AND
X5=1
THEN
TIDAK LULUS
74
IF
X1=1 OR 2
AND
X2=2
AND
X3=1
AND
X4=3
AND
X5=1
THEN
TIDAK LULUS
75
IF
X1=1 OR 2
AND
X2=3
AND
X3=1
AND
X4=3
AND
X5=1
THEN
TIDAK LULUS
76
IF
X1=1 OR 2
AND
X2=4
AND
X3=1
AND
X4=3
AND
X5=1
THEN
TIDAK LULUS
77
IF
X1=1 OR 2
AND
X2=5
AND
X3=1
AND
X4=3
AND
X5=1
THEN
TIDAK LULUS
Universitas Sumatera Utara
61
78
IF
X1=1 OR 2
AND
X2=6
AND
X3=1
AND
X4=3
AND
X5=1
THEN
TIDAK LULUS
79
IF
X1=1 OR 2
AND
X2=1
AND
X3=2
AND
X4=3
AND
X5=1
THEN
TIDAK LULUS
80
IF
X1=1 OR 2
AND
X2=2
AND
X3=2
AND
X4=3
AND
X5=1
THEN
TIDAK LULUS
81
IF
X1=1 OR 2
AND
X2=3
AND
X3=2
AND
X4=3
AND
X5=1
THEN
TIDAK LULUS
82
IF
X1=1 OR 2
AND
X2=4
AND
X3=2
AND
X4=3
AND
X5=1
THEN
TIDAK LULUS
83
IF
X1=1 OR 2
AND
X2=5
AND
X3=2
AND
X4=3
AND
X5=1
THEN
TIDAK LULUS
84
IF
X1=1 OR 2
AND
X2=6
AND
X3=2
AND
X4=3
AND
X5=1
THEN
TIDAK LULUS
85
IF
X1=1 OR 2
AND
X2=1
AND
X3=3
AND
X4=3
AND
X5=1
THEN
TIDAK LULUS
86
IF
X1=1 OR 2
AND
X2=2
AND
X3=3
AND
X4=3
AND
X5=1
THEN
RPL
87
IF
X1=1 OR 2
AND
X2=3
AND
X3=3
AND
X4=3
AND
X5=1
THEN
TKJ
88
IF
X1=1 OR 2
AND
X2=4
AND
X3=3
AND
X4=3
AND
X5=1
THEN
MULTIMEDIA
89
IF
X1=1 OR 2
AND
X2=5
AND
X3=3
AND
X4=3
AND
X5=1
THEN
MULTIMEDIA
90
IF
X1=1 OR 2
AND
X2=6
AND
X3=3
AND
X4=3
AND
X5=1
THEN
MULTIMEDIA
91
IF
X1=1 OR 2
AND
X2=1
AND
X3=4
AND
X4=3
AND
X5=1
THEN
92
IF
X1=1 OR 2
AND
X2=2
AND
X3=4
AND
X4=3
AND
X5=1
THEN
93
IF
X1=1 OR 2
AND
X2=3
AND
X3=4
AND
X4=3
AND
X5=1
THEN
94
IF
X1=1 OR 2
AND
X2=4
AND
X3=4
AND
X4=3
AND
X5=1
THEN
95
IF
X1=1 OR 2
AND
X2=5
AND
X3=4
AND
X4=3
AND
X5=1
THEN
RPL
ADM
PERKANTORAN
ADM
PERKANTORAN
ADM
PERKANTORAN
ADM
PERKANTORAN
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
647
IF
X1=1 OR 2
AND
X2=5
AND
X3=6
AND
X4=6
AND
X5=3
THEN
AKUNTANSI
648
IF
X1=1 OR 2
AND
X2=6
AND
X3=6
AND
X4=6
AND
X5=3
THEN
AKUNTANSI
.
.
Universitas Sumatera Utara
62
Lampiran 9
Universitas Sumatera Utara
63
Universitas Sumatera Utara
64
Lampiran 10
Daftar Publikasi Ilmiah
No.
Judul Artikel
Penulis
1.
Penerapan Vigenere
Cipher Untuk
Alphabet Dalam
Bahasa Jerman
Fauziah
Nur
2.
Penerapan
Algoritma K-Means
Pada Siswa Baru
Sekolah
Menengah
Kejuruan Untuk
Clustering Jurusan
Fauziah
Nur
Publikasi
(Seminar /
Jurnal)
Seminar
Nasional
Teknologi
Rekayasa
(SNTR 2)
Jurnal
Nasional
Informatika
dan
Teknologi
Jaringan
(InfoTekJar)
Waktu
Publikasi
Tempat
12
Desember
2015
Tapaktuan
02 Maret
2017
Medan
Universitas Sumatera Utara