764-768 Desi Nahartini, Rena Latifa, and Dede Puji Setiono
IV. CONCLUSION
Based on experimental results conducted from the optimization analysis of neural network algorithm model and optimization with particle swarm optimization algorithm and genetic algorithm. The resulting model is tested to get accuracy, precision, recall and AUC value of each algorithm so that the test obtained by using neural network obtained accuracy value is 98.50% with precision value 91.20% and the value of AUC is 0.982. then testing by using the neural network algorithm based on particle swarm optimization to get accuracy value generated equal to 98.85 and AUC curve equal to 0.996. while testing by using genetic algorithm based neural network obtained accuracy value 96.56% with 91.28%
precision value and the value of AUC is 0.925. it can be concluded that the testing of Jakarta legislative election model using neural network based on particle swarm optimization has accurate value and AUC curve better than the test using neural network algorithm based on genetic algorithm or just neural network itself.
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773 AUTHOR INDEX
No. Name Page
1 A. Gunawan 132
2 A. Hanifa Setianingrum 407
3 A.S. Abdul Nasir 268
4 A’ang Subiyakto 581, 647, 713, 733
5 Abdul Azis 377
6 Abdul Meizar 372, 394, 427
7 Abdul Rahman Shaleh 760
8 Achmad Nizar Hidayanto 165, 400, 414, 586
9 Adil Setiawan 450, 516
10 Adnan Buyung Nst 572
11 Aedah Binti Abd. Rahman 713
12 Agung Baitul Hikmah 128
13 Ahir Yugo Nugroho Harahap 351, 427
14 Ahmad F. Misman 78
15 Ahmad Nurul Fajar 183
16 Ahmad Roihan 499
17 Ai Ilah Warnilah 122
18 Akhmad Hairul Umam 667
19 Akmaludin 67, 105
20 Aldy Rialdy Atmadja 693
21 Alex Elentukh 160
22 Alfa Saleh 479
23 Alfatta Rezqa W. 95
24 Ali Idrus 292
25 Aliakbar Nikoukar 707
26 Aloysius Rangga Aditya Nalendra 637
27 Alvin Tanurwijaya 446
28 Amelia Ritahani Ismail 662
29 Anak Agung Ketut Bagus Bandanagara 723
30 Anastasya Meyliana 177
31 Andi B Fransiska 282
32 Andi Sanjaya 479, 531
33 Andrew Fiade 72, 99
34 Andrew Pakpahan 707
35 Andrew Tanny Liem 707
36 Andria Kusuma Wahyudi 541
37 Andrian Syahputra 340, 345, 577
38 Andy Syahrizal 382
39 Angraini 568
40 Anik Andriani 177
774
41 Annisa Nurul Istiqomah 362
42 Anton 637
43 Arbaiti Damanik 244
44 Arfhan Prasetyo 321
45 Arief Setyanto 199
46 Aries Susanto 647, 733
47 Arif Ridho Lubis 19, 25
48 Arini 31, 55
49 Artika Surniandari 520
50 Asbon Hendra Azhar 204, 516
51 Asep Fajar Firmansyah Iwa Airlangga 244
52 Asep Taufik Muharram 12, 527
53 Asma Md Ali 754
54 Asti Herliana 128
55 Aulia Fitri Rahmania 563
56 Austin Alexander Parhusip 594
57 Bagus Riski 450
58 Bagus Sulistio 407
59 Bagus Utomo 535
60 Bahtiar Abbas 299
61 Bambang Kelana Simpony 122
62 Basic Dirgantara Bayu Aji Pamungkas 441
63 Bayu Waspodo 622
64 Bella Marisela Caroline 194
65 Betty Purwandari 472
66 Bob Subhan Riza 258, 272, 704
67 Budi Santoso 67
68 Budi Triandi 483, 509, 553
69 Busman 43, 316
70 Calandra Alencia Haryani 165
71 Cecep Nurul Alam 683
72 Cepy Slamet 210
73 Chandra Wijaya 499
74 Chandra Wirawan 527
75 Charles Bronson Harahap 340, 345
76 Dahri Yani Hakim Tanjung 423, 437, 467
77 Daifiria 479
78 Dana Indra Sensuse 382, 461, 535
79 Daning Nur Sulistyowati 105
80 Darmawan Napitupulu 679
81 David Liauw 328
82 Dede Puji Setiono 764
83 Dede Rosyada 760
775
84 Dedek Indra Gunawan Hts 572, 577
85 Dedi Leman 236
86 Deki Satria 144, 282
87 Dela Youlina Putri 604
88 Denny Pribadi 132
89 Deny Adhar 572, 577
90 Desi Nahartini 764, 769
91 Dewi Ayu Nur Wulandari 321
92 Dewi Khairani 750
93 Diah Puspitasari 112
94 Dian Sa’adillah Maylawati 61, 210
95 Dina Irmayanti Hrp 626
96 Dinar Ajeng Kristiyanti 287, 667
97 Dinda Ayu Muthia 520
98 Dini Silvi Purnia 1
99 Dody Herdiana 713
100 Doni Purnama Alamsyah 1
101 Dwi Andini Putri 520
102 Dwi Arum Ningtyas 105
103 Dwi Rahayu 37
104 Dwi Sabarkhah 227
105 Dwi Sari 160
106 Dwi Yuniarto 713
107 Dwiza Riana 132, 414
108 Dyah Budiastuti 149
109 Edson Yahuda Putra 541
110 Edy Victor Haryanto S 258, 268, 272
111 Efani Desi 559
112 Eka Rini Yulia 155
113 Elida Tuti 547
114 Elpawati 504
115 Elvi Fetrina 227
116 Erfian Junianto 122
117 Eri Rustamaji 599
118 Ermayanti Astuti 372, 594, 643
119 Erwin Ginting 572, 577, 626
120 Erwin Panggabean 450, 516
121 Esa Firmansyah 713
122 Esron Rikardo Nainggolan 637
123 Eva Khudzaeva 527
124 Eva Zuraidah 287
125 Evi Dewi Sri Mulyani 738
126 Evri Ekadiansyah 351
776
127 Fahmi Akmal Dzulkifli 49
128 Fajar Sulaeman 637
129 Feri Fahrianto 55, 95
130 Fhery Agustin 305, 394, 488
131 Fina Nasari 423, 433, 531
132 Finna Monica 689
133 Fithri Tahel 231
134 Fitri Mintarsih 31, 527
135 Fitriana Harahap 345, 351
136 Fitrianto Rahmad 483
137 Fitriyani 112
138 Fitroh 244, 248
139 Frans Ikorasaki 450, 615, 619
140 Fransiskus M.H. Tjiptabudi 12
141 Frieyadie 105, 155
142 Fuji Setiyawan 769
143 Fujiati 240, 433, 531
144 Galfin Muzani Syukur 61
145 Gde Indrawan 652
146 Giovani 479
147 Green Arther Sandag 367
148 Gusni Haryadi 461
149 Gusti Syarifudin 299
150 H. Jaafar 704
151 Handoyo Widi Nugroho 334
152 Hani Hazza A 745
153 Hardianto 272, 516, 559
154 Hari Ramadhan 495
155 Harjanto Prabowo 149
156 Hartatik 199
157 Hasta Herlan Asymar 637
158 Helmi Kurniawan 488
159 Heri Gunawan 495
160 Herkules 165
161 Herlambang Brawijaya 170, 292
162 Herlan Sutisna 1
163 Herlino Nanang 78
164 Hilda Rachmi 520
165 Hizir Sofyan 220
166 Husain Faiz Karimi 31
167 Husnayati Hussin 754
168 Husni Teja Sukmana 658, 662
169 I Dewa Ayu Eka Yuliani 310
777
170 I Komang Rinartha Yasa Negara 727
171 I Nyoman Rudy Hendrawan 723
172 Ichsan Taufik 689
173 Ida Madieha Abdul Ghani Azmi 188
174 Iik Wilarso 144
175 Imam Marzuki Shofi 183
176 Imam Subchi 78, 658, 769
177 Imelda Ristanti Julia 72, 99
178 Ina Maryani 414
179 Intan Syahrini 220
180 Irvanizam 220
181 Ishak Kholil 388
182 I-Shyan Hwang 707
183 Ivi Lazuly 258, 278
184 Iwan Fitrianto Rahmad 455, 483, 509
185 Jamal Maulana Hudin 132
186 Joe Yuan Mambu 541
187 Juli Iriani 258, 423
188 Juliana 673
189 Jumadi 689
190 Juriah Abd. Jalil 138, 188
191 Kadek Dwi Pradnyani Novianti 719
192 Kadek Yota Ernanda Aryanto 652
193 Karniza Khalid 49
194 Khairani Puspita 479
195 Khairul Hamdi Putra Widya 99
196 Khairul Ummi 305, 488
197 Khodijah Hulliyah 662
198 Kristian Ibrahim M. 461
199 Kusrini 199
200 Labuan Nababan 547
201 Lia Mazia 388
202 Lili Tanti 455, 483, 509, 553
203 Lilyani Asri Utami 388
204 Linda Marlinda 67, 287, 667
205 Linda Wahyuni 204, 420, 700
206 Luh Gede Surya Kartika 727
207 Luh Kesuma Wardhani 316, 750
208 Lukman Haris 568
209 M. Ichsan 461
210 M. K. Osman 704
211 M. Octaviano Pratama 472
212 Made Satria Wibawa 652, 719
778
213 Mahyuddin Daud 117, 188
214 Marcel 6
215 Marchel Thimoty Tombeng 610
216 Maruloh 292
217 Mas Ayoe Elhias 450, 559
218 Mayya Nurbayanti Shobary 122
219 Megawati 568
220 Meinarini Catur Utami 227, 647
221 Melanie Nyhof 760
222 Miftah Farid Adiwisastra 1
223 Mikha Dayan Sinaga 253, 258, 263
224 Mochamad Wahyudi 282, 667
225 Mohamad Irfan 683, 689, 693
226 Mohammad Badrul 67, 105
227 Mohammed Chessab Mahdi 745
228 Mohd Adam Suhaimi 754
229 Mohd Yusoff Mashor 49, 268, 704, 745
230 Muhamad Nur Gunawan 581, 679
231 Muhammad Ali Ramdhani 210
232 Muhammad Azani Hasibuan 604, 631
233 Muhammad Barkah Akbar 615, 619
234 Muhammad Dirga Dzulfiqar 750
235 Muhammad Fadhil Dzulfikar 144, 382
236 Muhammad Fauzi 236, 423
237 Muhammad Nasir 55
238 Muhammad Qomarul Huda 194, 227, 377, 441
239 Muhammad Rasyid Juliansyah 647
240 Muhammad Reki Andika 220
241 Muhammad Ridwan Effendi 679
242 Muharman Lubis 19, 25
243 Mukhneri Mukhtar 282
244 Mulya Suryadi 713
245 Mulyadi 37
246 Nadika Sigit Sinatrya 316
247 Nanik Qodarsih 400
248 Natalia Elisabet Tedry 367
249 Nenny Anggraini 95
250 Ni Luh Putri Srinadi 727
251 Nia Kumaladewi 377, 441
252 Nidia Enjelita Saragih 372, 594, 643
253 Nita Merlina 321
254 Nita Sari Sembiring 253
255 Nita Syahputri 231, 626
779
256 Nogar Silitonga 272
257 Noor Akhmad Setiawan 334
258 Noor Hazwani Mohamad Puad 754
259 Normi Sham Awang Abu Bakar 662
260 Noviko Karel 610
261 Nur Aeni Hidayah 362, 599
262 Nur Fitriah Ayuning Budi 165
263 Nur Jati Luhung 693
264 Nur Komariah 83
265 Nuraini Sribina 643
266 Nurajijah 105
267 Nurhayati 43, 316
268 Nurhayati 372, 577
269 Nuryasin 733
270 Ommi Alfina 231, 572, 626
271 Padma Nyoman Crisnapati 652, 719, 723
272 Pamela Kareen 472
273 Pantri Heriyati 299
274 Po Abas Sunarya 499
275 Purusotama 599
276 Putra Rama Mahadika 733
277 Putu Desiana Wulaning 723
278 Putu Devi Novayanti 652
279 Qalbinuril Setyani 631
280 Qurrotul Aini 362
281 Rachmadita Andreswari 604, 631
282 Rahmadani Pane 340, 559
283 Rahmat Fauzi 19, 25
284 Rahmat Hidayat 83
285 Rahmi Ramadhani 643
286 Rangga Sanjaya 112
287 Ratih Adinda Destari 204, 420
288 Ratih Puspasari 483, 509, 553
289 Ratna Sri Hayati 216, 278
290 Raul Bernardino 12
291 Raymondus Raymond Kosala 328
292 Razief Perucha Fauzie Afidh 220
293 Regi Najoan 610
294 Regina Carla Handayani 382
295 Rela Sabtiana 586
296 Rena Latifa 760, 764, 769
297 Restu Adi Wiyono 738
298 Ria Eka Sari 427
780
299 Ridwan Halifi 622
300 Rika Rosnelly 700
301 Rinda Hesti Kusumaningtyas 194
302 Rinda Wahyuni 535
303 Rita Novita Sari 216, 278
304 Rizal Amegia Saputra 1, 132
305 Rizal Rachman 122
306 Rizki Aulianita 388
307 Rizky Suprihadi 658
308 Robiatul Adawiyah 437
309 Rofiqoh Dewi 240, 433, 467
310 Rokhman Fauzi 19, 25
311 Rosalina 581
312 Ruci Meiyanti 535
313 Ruhul Amin 667
314 Safrizal 455, 553
315 Sahida Safuan 188
316 Samudi 155, 170
317 Samuel Anindyo Widhoyoko 446, 590
318 Sandy Kosasi 149, 310
319 Santi Arafah 673
320 Sardiarinto 177
321 Sari Susanti 128
322 Sasmoko 446, 590
323 Satrio Baskoro Yudhoatmojo 400, 586
324 Shofwan Hanief 727
325 Sidik 67, 637
326 Siti Ernawati 155
327 Siti Ummi Masruroh 31, 72, 99
328 Sitti Rahajeng N Puspitasari 183
329 Skolastika Siba Igon 12
330 Slamet Widodo 170
331 Soeheri 450, 516
332 Sonny Zulhuda 117
333 Sopiyan Dalis 67
334 Sri Lestari Rahayu 240, 467, 531
335 Stenly Ibrahim Adam 356, 541
336 Steven Lolong 367
337 Suci Ratnawati 248
338 Suharyanto 112
339 Suparni 388
340 Supriyanta 177
341 Suryadiputra Liawatimena 88
781