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