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All Journal Jurnal Teknologi Journal of Software Engineering Jurnal Informatika Universitas Pamulang Jurnal Teknologi Sistem Informasi dan Aplikasi Jurnal Pendidikan dan Konseling Journal of Artificial Intelligence and Innovative Applications (JOAIIA) Jurnal Algoritma, Logika dan Komputasi Jurnal Ilmiah Wahana Pendidikan PROFICIO: Jurnal Pengabdian Masyarakat Nautical: Jurnal Ilmiah Multidisiplin Indonesia JUNIF: Jurnal Nasional Informatika KOMMAS: Jurnal Pengabdian Kepada Masyarakat Abdi Jurnal Publikasi Journal of Research and Publication Innovation Jurnal Abdimas Maduma SOROT: Jurnal Pengabdian Kepada Masyarakat LOGIC : Jurnal Ilmu Komputer dan Pendidikan Biner : Jurnal Ilmu Komputer, Teknik dan Multimedia Jurnal Manajemen, Ekonomi, Hukum, Kewirausahaan, Kesehatan, Pendidikan dan Informatika (MANEKIN) OKTAL : Jurnal Ilmu Komputer dan Sains BULLET : Jurnal Multidisiplin Ilmu JRIIN :Jurnal Riset Informatika dan Inovasi Buletin Ilmiah Ilmu Komputer dan Multimedia (BIIKMA) APPA : Jurnal Pengabdian Kepada Masyarakat TEKNOBIS : Jurnal Teknologi, Bisnis dan Pendidikan AI dan SPK : Jurnal Artificial Intelligent dan Sistem Penunjang Keputusan Jurihum
Aries Saifudin
Telkom University
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Penerapan Teknik Ensemble untuk Menangani Ketidakseimbangan Kelas pada Prediksi Cacat Software Saifudin, Aries; Wahono, Romi Satria
Journal of Software Engineering Vol 1, No 1 (2015)
Publisher : IlmuKomputer.Com

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (1101.153 KB)

Abstract

Software berkualitas tinggi adalah software yang tidak ditemukan cacat selama pemeriksaan dan pengujian. Memperbaiki software yang cacat setelah pengiriman membutuhkan biaya jauh lebih mahal dari pada selama pengembangan. Pengujian merupakan proses paling mahal dan menghabiskan waktu sampai 50% dari jadwal pengembangan software. Tetapi belum ada model prediksi cacat software yang berlaku umum. Naϊve Bayes merupakan model paling efektif dan efisien, tetapi belum dapat mengklasifikasikan dataset berbasis metrik dengan kinerja terbaik secara umum dan selalu konsisten dalam semua penelitian. Dataset software metrics secara umum bersifat tidak seimbang, hal ini dapat menurunkan kinerja model prediksi cacat software karena cenderung menghasilkan prediksi kelas mayoritas. Secara umum ketidakseimbangan kelas dapat ditangani dengan dua pendekatan, yaitu level data dan level algoritma. Pendekatan level data ditujukan untuk memperbaiki keseimbangan kelas. Sedangkan pendekatan level algoritma dilakukan dengan memperbaiki algoritma atau menggabungkan (ensemble) pengklasifikasi tunggal agar menjadi lebih baik. Algoritma ensemble yang populer adalah boosting dan bagging. AdaBoost merupakan salah satu algoritma boosting yang telah menunjukkan dapat memperbaiki kinerja pengklasifikasi. Maka pada penelitian ini diusulkan penerapan teknik ensemble menggunakan algoritma AdaBoost dan Bagging. Pengklasifikasi yang digunakan adalah Naϊve Bayes. Hasil penelitian menunjukkan bahwa teknik ensemble dengan algoritma Bagging dapat meningkatkan sensitivitas dan G-Mean secara signifikan, sedangkan AdaBoost tidak dapat meningkatkan secara signifikan. Sehingga disimpulkan bahwa Bagging lebih baik daripada AdaBoost ketika digunakan untuk meningkatkan kinerja Naϊve Bayes pada prediksi cacat software.
Pendekatan Level Data untuk Menangani Ketidakseimbangan Kelas pada Prediksi Cacat Software Saifudin, Aries; Wahono, Romi Satria
Journal of Software Engineering Vol 1, No 2 (2015)
Publisher : IlmuKomputer.Com

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (1146.976 KB)

Abstract

Dataset software metrics secara umum bersifat tidak seimbang, hal ini dapat menurunkan kinerja model prediksi cacat software karena cenderung menghasilkan prediksi kelas mayoritas. Secara umum ketidakseimbangan kelas dapat ditangani dengan dua pendekatan, yaitu level data dan level algoritma. Pendekatan level data ditujukan untuk memperbaiki keseimbangan kelas, sedangkan pendekatan level algoritma ditujukan untuk memperbaiki algoritma atau menggabungkan (ensemble) pengklasifikasi agar lebih konduktif terhadap kelas minoritas. Pada penelitian ini diusulkan pendekatan level data dengan resampling, yaitu random oversampling (ROS), dan random undersampling (RUS), dan mensintesis menggunakan algoritma FSMOTE. Pengklasifikasi yang digunakan adalah Naϊve Bayes.  Hasil penelitian menunjukkan bahwa model FSMOTE+NB merupakan model pendekatan level data terbaik pada prediksi cacat software karena nilai sensitivitas dan G-Mean model FSMOTE+NB meningkat secara signifikan, sedangkan model ROS+NB dan RUS+NB tidak meningkat secara signifikan.
Penerapan Teknik Bagging Berbasis Naïve Bayes untuk Seleksi Penerimaan Mahasiswa Nursimpati, Yum Leifita; Saifudin, Aries
Jurnal Informatika Universitas Pamulang Vol 4, No 2 (2019): JURNAL INFORMATIKA UNIVERSITAS PAMULANG
Publisher : Teknik Informatika Universitas Pamulang

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (344.602 KB) | DOI: 10.32493/informatika.v4i2.3235

Abstract

Students who graduate not on time create an imbalanced ratio between lecturers and students. The current selection system is ineffective because it has not been able to detect prospective students who have the possibility of not being able to complete their education on time so that many students who are accepted do not graduate on time and leave without completing their education. This condition causes a decrease in performance of study programs and institutions. The classification algorithm can use for classifying new students as graduate timely or not. Naïve Bayes classification algorithm can use to classify data in certain classes, using the history of alumni of informatics engineering at Pamulang university as training data and prospective student data as test data. Some attributes used to determine which label class to graduate on time and not on time are gender, school majors, year difference, math grades, English, Indonesian. To improve the results of the classification of Naïve Bayes, Bagging (Bootstrap Aggregating) technique is used. From the test results of the alumni dataset, the informatics study program using bagging techniques as an optimization of the Naïve Bayes classification algorithm has a lower failure rate than without using bagging techniques. The results of the calculation of performance data using bagging techniques can increase accuracy by 2.381% and AUC by 1.470% on the student graduation prediction model for new student selection using the Naïve Bayes classification.
Penerapan Resampling dan Adaboost untuk Penanganan Masalah Ketidakseimbangan Kelas Berbasis NaÏŠve Bayes pada Prediksi Churn Pelanggan Mulyati, Sri; Yulianti, Yulianti; Saifudin, Aries
Jurnal Informatika Universitas Pamulang Vol 2, No 4 (2017): JURNAL INFORMATIKA UNIVERSITAS PAMULANG
Publisher : Teknik Informatika Universitas Pamulang

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (1117.272 KB) | DOI: 10.32493/informatika.v2i4.1440

Abstract

Banyaknya operator seluler mendorong persaingan usaha yang sangat ketat. Kemudahan pelanggan untuk berpindah ke pesaing merupakan perhatian utama bagi bagian CRM (Customer Relationship Management), karena untuk mendapatkan pelanggan baru membutuhkan biaya yang jauh lebih mahal daripada mempertahankan pelanggan yang sudah ada. Untuk mengambil tindakan yang tepat dalam mempertahankan pelanggan harus mengetahui kecenderungan pelanggan apakah akan mengalami churn atau tidak. Prediksi kecenderungan pelanggan dilakukan dengan menggunakan model data mining. Pada penelitian ini akan diterapkan teknik resampling dan teknik ensemble AdaBoost untuk memperbaiki kinerja pengklasifikasi sedangkan untuk mengukur kinerja model digunakan software RapidMiner. Hasil penelitian menunjukkan bahwa model integrasi random oversampling, AdaBoost, dan Naïve Bayes memiliki kinerja yang lebih baik karena memiliki nilai AUC (Area Under the ROC (Receiver Operating Characteristic) Curve) yang lebih baik.
Pengujian Black Box pada Aplikasi Penjualan Berbasis Web Menggunakan Metode Equivalents Partitions (Studi Kasus: PT Arap Store) Maulana, Arief; Kurniawan, Arief; Keumala, Wini; Sukma, Verdian Ramadika; Saifudin, Aries
Jurnal Teknologi Sistem Informasi dan Aplikasi Vol 3, No 1 (2020): Jurnal Teknologi Sistem Informasi dan Aplikasi
Publisher : Program Studi Teknik Informatika Universitas Pamulang

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.32493/jtsi.v3i1.4307

Abstract

In a software test, validation is a process of checking whether the software meets the specifications and intended purposes. Data validation process that has not been maximized can result in data that is stored in the database is not appropriate, including the login process that becomes an error. This can be detrimental to the owner and user in using this application. Therefore, it is necessary to improve the quality of validation more accurately, so that it can help the owner in the accuracy of the data. Applications that are designed in such a way must go through a testing phase to ensure the quality of the software itself. A good test case is if the test has the possibility of finding an error that is not revealed. Among the many ways of testing Black Box, in this study the Equivalence Partition testing method was chosen. This method tests solving or dividing the input domain from the program into data classes so that a test case can be obtained, which is considered quite relevant to test sales applications at PT Arap Store. Stages of research carried out begins by determining the functionality to be tested, designing test scenarios, determining the data to be tested, determining input can be numeric values, range values, related value collections or Boolean conditions in accordance with the database structure that has been created, conducting experiments testing, documenting research results, and drawing conclusions. Based on the results of tests that have been carried out, it gives a conclusion that this software can be used properly, after a repair has been made on the errors found. However, this test can be said to be imperfect, because it is only done by using several sample forms. From the results of this test it is expected that the application can be used according to user requirements.
Analisis dan Desain Sistem Pendukung Keputusan Penilaian Kinerja Pegawai dengan Metode Analytical Hierarchy Process (AHP) Taufiq, Rohmat; Sulkhan, Sulkhan; Yulianti, Yulianti; Saifudin, Aries
Jurnal Informatika Universitas Pamulang Vol 5, No 3 (2020): JURNAL INFORMATIKA UNIVERSITAS PAMULANG
Publisher : Teknik Informatika Universitas Pamulang

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.32493/informatika.v5i3.6775

Abstract

The decision support system (DSS) for employee performance appraisal is a decision support system used in the employee performance appraisal process at PT. Surya Toto Tbk. Currently, the employee performance appraisal process is still done manually (paper based) so that the reports produced are not real time. From the existing problems, this research aims to analyze and design a decision support system according to the existing criteria using the Analytical Hierarchy Process (AHP) method with the aim of being able to be developed into a Web-based DSS. The method used begins with communication with management, especially the perpetrators of employee performance appraisals. Furthermore, planning, data collection process, analysis, design and finally making reports are carried out. The conclusion of this study provides a suggestion for the addition of subcriteria from the existing criteria. After calculating with AHP, the value that appears for the work outcome criteria (A) on the quantitative subcriteria A11 with a score of 0.123, qualitative A12 with a score of 0.033, delivery A13 with a score of 0.024 and Implementation of SOP A14 with a score of 0.018. The score is for a very good value (BS).
Pengujian Sistem Informasi Parkir PT KISP Berbasis Desktop dengan Metode Black-Box Ilham, Aldi Arista; Azmi, Ammar; Ramadhani, Ardian Rizky; Abeda Falah, Dimas Fatkhi; Saifudin, Aries
Jurnal Informatika Universitas Pamulang Vol 6, No 1 (2021): JURNAL INFORMATIKA UNIVERSITAS PAMULANG
Publisher : Teknik Informatika Universitas Pamulang

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.32493/informatika.v6i1.8547

Abstract

PT KISP is a market in the Ciledug area, which requires a parking application, it is hoped that this parking implementation can solve the problem of user needs, namely helping the parking system to be more effective and efficient in terms of processing data and information. With this application, it is hoped that it will make it easier for users to make transactions that are easy and in a short time. To design and implement a reliable parking application that is protected from damage or errors, comprehensive testing is needed, such as the functional test, performance test and user interface test aspects, so testing is needed. Testing parking applications based on black box, software testing is useful to ensure whether the actual results match the expected results and to ensure the application is not damaged. Based on the black box testing that has been carried out, it includes input, process and output in the parking application.
Rancang Bangun Sistem Pendukung Keputusan Penilaian Karyawan Terbaik Pada PT. Surya Toto Indonesia, Tbk Menggunakan Metode Simple Additive Weighting (SAW) Berbasis WEB Taufiq, Rohmat; Hambali, Ahmad; Saifudin, Aries
Jurnal Informatika Universitas Pamulang Vol 6, No 1 (2021): JURNAL INFORMATIKA UNIVERSITAS PAMULANG
Publisher : Teknik Informatika Universitas Pamulang

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.32493/informatika.v6i1.9836

Abstract

PT. Surya Toto Indonesia is a large company in Banten Province. This company is located on Jl. MH. Thamrin km. 7, Tangerang Banten. Until now, the number of employees is around 1.200 employees. With a large number of employees, a proper performance appraisal decision support system is needed so that the work results of employees can be clearly and well defined. Until now, the process for performance appraisal is still using paper or also called manual which causes the process to take a bit longer and reports cannot be enjoyed in real time. From the existing problems, a web-based decision support system is needed which will be able to facilitate all parties related to the performance appraisal process. The method used begins with communication with the parties involved. Furthermore, planning, the process of data collection, analysis, planning, and finally reporting is carried out. The conclusion from this suggests that using the existing criteria provides two more criteria. By giving weights and calculations performed on three employees, the score obtained for employee C got the highest score (0.92) followed by employee B, and the lowest score (0.84) was employee A.
Perancangan Sistem Informasi Point of Sale Berbasis Website pada Toko Azam Grosir dengan Metode Waterfall Herdiansyah, Aditya Tri; Pratama, Arnold Agusti; Octavia, Indriyani; Baehaqi, Reza Anwar Sidiq; Saifudin, Aries; Desyani, Teti
Jurnal Informatika Universitas Pamulang Vol 6, No 2 (2021): JURNAL INFORMATIKA UNIVERSITAS PAMULANG
Publisher : Teknik Informatika Universitas Pamulang

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.32493/informatika.v6i2.11773

Abstract

The sales process at the Azam Wholesale Store is still done conventionally with manual recording. The manual recording system is less efficient because it requires a lot of books and orders that must be recorded into the books manually. This condition also causes errors in entering/recording sales data. Making reports takes a long time because they have to find and collect the necessary data from the notes in the book. In this study, we proposed to develop a POS (Point of Sale) application to solve existing problems so that store work activities can run smoothly. The method used in this POS system is the Waterfall method. The Waterfall method is a method used to develop software sequentially (such as a waterfall) that goes through several stages, namely planning, design, implementation, and testing. The application developed shows that the Point of Sale (POS) system can facilitate Toko Azam Grosir in recording, calculating, making documents and sales information to manage and recapitulate sales reports.
Penerapan Sistem Kecerdasan Buatan pada Otomatisasi Pendeteksian Plat Nomor Ganjil Genap Kendaraan Herdiansyah, Aditya Tri; Pratama, Arnold Agusti; Octavia, Indriyani; Baehaqi, Reza Anwar Sidiq; Saifudin, Aries; Yulianti, Yulianti
Jurnal Informatika Universitas Pamulang Vol 6, No 3 (2021): JURNAL INFORMATIKA UNIVERSITAS PAMULANG
Publisher : Teknik Informatika Universitas Pamulang

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.32493/informatika.v6i3.11680

Abstract

The odd-even rule is a rule for categorizing odd and even vehicle number plates based on date. This rule is useful for reducing congestion on the highway. However, in applying this rule, human error still often occurs, namely the lack of accuracy of officers in supervising the number plates of passing vehicles. The more technology develops, the more applications of artificial intelligence on a device. One of them is the technology of detecting vehicle number plates automatically using the OCR (Optical Character Recognition) method. Optical character recognition is a technology that is able to convert text in an image into text that can be read by a computer. The results of the study show that this artificial intelligence system can help officers improve the accuracy of monitoring vehicle number plates.
Co-Authors Aang Kunaefi Aas Asari Abd Wahid Abd. Rasyid Syamsuri Abdul Aziz Abdul Aziz Mardhotillah Abdul Haji Abdul jalil Abdul Jalil Abdul Majid Abdul Wahid Abdullah Syafii Abdullah Syafii Abdurrobi Elman Sudri Abeda Falah, Dimas Fatkhi Abi Tulkhah Abie Fathu Rachman Abrilianto, Taufik Abyghail Shiddiq Achmad Fauzi Achmad Fauzi achmad ferrysqo irawan Achmad Mulyana Achmad Muzakih Andriansyah Achmad Muzakki Achmad Nurhidayat Achmad Udin Zailani Ade Fiqi Amirul Ade Irawan Ade Irma Lumbantobing Ade Kurniawan Adelia Chitra Sazkia Adi Irwan Aris Munandar Adi Krismadi Adi Purniawan Adi Raharjo, Dafa Adi Sanrah Adi Surya Anggana Adi, Geri Santoso Adi, Rizky Prasetyo Adianto, Evan Bhanu Nanda Adil Syaifullah Adinda Dwi Lestari Adinda Nurkhalifah Akbal Adinda Nurkhalifah Akbal adistyo ariansa Aditya Imam R. Adjie Pangestu Adriyan Abdi Arbeit Afdal Zikri Amanda Afifah Yasmin Afriyani Agustin Afriyanto Agil Erwanda Agil Muhammad Agit Kurniawan Agun Gunawan, Achmad Agung Mursito Agung Suseno Agus Baskoro Hidayat Agus Satrio Utomo Agustian, Andrian Agustin, Afriyani Ahmad Amaludin Ahmad Apip Ahmad Aqil Ahmad Buhori Ahmad Bukhari Muslim ahmad doni Ahmad Fadli Ahmad Fahrezi Ahmad Fajri Ahmad Fawaid Ahmad Fawaid Ahmad Fikri Zulfikar Ahmad Fikriyadi Ahmad Haidar Albaqir Ahmad Hambali, Ahmad Ahmad Ijudin Ahmad Muhlisin Ahmad Muhlisin Ahmad Mutolib Ahmad Nasrullah Ahmad Prayogi S. Ahmad Rinaldi Ahmad Rizal Ahmad Ropii A. Ahmad Saepudin Ahmad Satibi Ahmad Suhendri Ahmad Tazkiarni Ramadhan Ahmad Thoriq Susilo Ahmad Zuhair Ahmed Hendra Widjoyo Ahya MAhfuzi Aini Arifta Arwaz Aini Salsabila Aisy Afrilian, Rihhadatull Aji, Dwi Bayu Aji, Nurul Tri Sukma Aji, Wahyu Akbar Saputra Widianto Akbar, Dhafa Akbar, Muchamad Raffi Al Banjary, Muhamad Abdullah Maulana Malik Al-Ayufi Solehudin Alaudin, Mohamad Aldi Apriyadi Aldin Furqon Darmawan Aldiyansyah Aldo Alfarabi Dwi Karuniawan Alfian Anwar Alfrianto Pratama Ginting Ali Basir Alif Aulia Harun Alif Fikri, Muhammad Alifia Fatwa Hakim Alifia Puspaningsih Alifuddin Rifai Alpiyandi, Wanda Alvares Dace, Alfredo Alvin Malik Ibrahim Alvinda Shahrul Alwi Baharudin Alya Rahmadani Amanda Putri Amin Andriyanto Amirulah Kaharudin Amsyah, Antomy Ana Fisca Lestari Anam, Zakiul Andara Shayla Andhika Nove Rezki Andi Afif Nawawi Andi Widiarto Andini Septia Cahyani Hulu Andre Kodarudin Andrey Agung Samui Andrey Sahara Andri Elistiawan Andri Ricat Sinulingga Andri Rosandi Andri Saputra Andrian Agustian Andrian Fakhrizal Andriansyah, Achmad Muzakih Andris, Ziska Andryani, Imas Andy Dwi Prasetyo Angga Rahmansyah Putra, Angga Rahmansyah Putra Angga Yudi Pratama Anggada Alif Fahrizal Anggelia Wijayanti Anggit Prastika Setiany Anggita Laksana Anggoro, Argo Tri Anisah Pitriyah Annafiyah, Ika Komala Annisa Azzahra Firdaus Annisa Desianty Annisa Zirhan Anotaris Bulolo Antomy Amsyah Anwar, Alfian Apriani, Anti Apriani, Tina Apriansyah Aprilio Ardianto Apriliyan Mahardika S. Aqil, Ahmad Ara Dwi Nata Ardiansyah, M. Virzy Ardiansyah, Moh. Ardiansyah, Muhammad Fadil Ardiansyah, Viky Arfira Trisna Devi Argo Tri Anggoro Ari Agus Supriyadi Ari Asyari Ari Irawan Ari Mumtaz Ari Sulistyo Wibowo Arianda Budiman Arich Herdiansyah Arief Kurniawan Arief Maulana Arief Rahman Arief Saputra Arief, Muhammad Syaiful Ariella Yola Rifanda Arif Ega Prakosa Arif Fiansyah Arif Rahman Arif Wahyudin Arinda Chintya Sari Arinkha Damayanti Ariska Fauzi Arisky Rahmatulloh Arohman Natanial Arwaz, Aini Arifta Arya Kurniasndi Arya Kusuma Wardhana Arya Ramadhan Aryanto, Mukhlis As, Sodiqun Asep Muhammad Junaedi Asep Sucipto Indra Sukma Asrar Andrianto Putra Asrika Denalda Asshidiqie, Muhammad Astuti, Muji Atina Fahma Atina Fahma Rosyada Aulia Nurhuda Apriyand Auransyah Sekar Pratiwi Awaludien Saputra Ayattullah Damalin Ayu Ernawati Ayu Rizkita Agung Ayu Sri Wulandari Az-Zahra Putri Amelia Azhar Ramdani Azhari Hidayat Azis Firdaus Azis Firmansyah Azis Muslim Aziz Hafidu Azizah Azhaar Azmi, Ammar Baehaqi, Reza Anwar Sidiq Bagas Gemilang Riady Bagas Maulana Bagas Putra Pratama Bagas Riyadi Bagus Pratama Putra Bagus Saputra Bagus Setiadi Bagus Wahyudianto Bagus, Alif Baharulloh, Muhammad Bahrudin Bakker Wilson Agus, Thomas Baleri, Primus Desideratus Bambang Santoso Bangkit sunarno Bangun Suprianto Bashar Awaluddin Nafsah Basir, Ali Bastian Aji Prihantoro Bayu Aji Priyaungga Bayu Ari Maulana Bayu Pamungkas, Wisnu Bayu Saputra Bayu Saputra Bekker, Thomas Berdiansyah, Muhammad Biantoro, Anif Bima Win Pane, Muhammad Bintang Fahrezi Brigitha Agatha Rosidin Bukhari Muslim Cahyo Prasetyo Nugroho Cepi Hidayat Chairul Mudjahid Chaisar Abi Channy Choirul Kodri Christian Harta Wijaya Christiandrew Tjahja Citha Ahmad Fauzi Citra Teguh Pratala Daffa Fauziran Dafrosa Desi Udut Dahri, Syamsul Damanik, Dearma Alam Damar Wicaksono Dandi Permadi Dandi Suherman Daniel Agustino Daniel Happy Putra Danindra Irvanto Darmawansyah David Apriansyah David Kurniawan Dea Ramadhanti Dede Hilmansyah DEDE HOERUDIN Dedi Yansah Dedy Priyatna Delfi Yuliana Tanu Dendi Dendy Ahmad Ridwan Deni Mulyadi Deni Pirmantara Deni Pratama Setia Budi Dennis Eka Putra Deny Priyantoko Deri Alpian Ramadhan Desire Alfiyah Tuffahati Devi, Yuliana Dewantara, Yulian Dhafa Akbar Dhea Febrianti Surdeva Dhimas Maulana Hadi Dian Noviyanto Dicky Pratama Suryadi Dicky Wahyudi Dicky Wahyudi Dika Kurnia Putra Diki Hidayat Diki Purnomo Aji Dilan Tri Ovandi Dimas Nugroho Dimastito Prasetyo Dimiyati, Imtiyas Dinda Nur Ishma Diva Alfi Syahrian Diva Ikbar Rauf Dwi Bayu Aji Dwi Nur Febrianto Dwi Nur Febrianto Dwi Putra, Ade Dwi Rahma Saputri Dyta Puji Lestari Dzaki Rozaan Dzulkipli Ebenhaezer Mahardhika Asyer Edi Setiawan Ega Mawarni Eggy Ryan Agvi Riansyah Egi Sugiana Eka Putra Pratama Eka Rahmat Mauluddin Eko Elisa Nurfauziah Ellian Alhadad Farhan M Endar Nirmala Enjel Melani Nubatonis Erbi, Feriyano Erlangga Erwanda, Agil Euis Syania Khafiffach Euis Syania Khafiffach Evi Prasetyani Exi Purnamasari Ezza Eka Pramana Faclah Fadhil Rozi Hendrawan Fadhila Cahya Ningrum Fadhlir Rahman Fadilah, Muhamad Ilham Fadillah Fahruddin Fadillah Fahruddin Fadillah, Rico Fahmi Ahmad Rizaldi Fahmi Awaludin Fahmi Miftakhul Fuadi Fahmi Perdana Fahmi Ramadhan Fahmi Rasyied Fahrul Aji Kurniawan Fahrul Aji Kurniawan Fahry Noer Salam Faiq elfaris Faisal Amri Faisal Amri faisal rasyid Faizal Akbar Supriadi Fajar Hardiansyah Fajari, Raihan Fajarudin Siddiq Fandy Maulana Fani Apriyani Farhan Haidar Rabbani Farhan Khadafi Farhan Oktafiansyah Faroeq Althof Nuru Fathul Ghina Fathul Ghina Fathurrahman Fatiah Amelia Febri Yanto Febrian, Arief Febriani, Indah Dwi Febriansyah, Adi Febriansyah, M. Yoga Febryansyah, Feby Fefbi Septa Kristara Ferdiansah Feriyano Erbi Ferizal Ferizal, Ferizal Fery Setiawan Fharadilla Rahmah Fian Kurniawan Fiandi Firdaus, Alif Fifi Prasetia Firda Siti Humaidah Firima Halawa Firmansyah Firmansyah Firyal, M. Dicky Fitri Yanti Fitriyana, Suci Frely Cristiadzi Fawaz Frendi Triarista Fuad Zaki Galeh Tri Permono, Galeh Tri Permono Galih Aria Sunarso, Muhamad Gathan Alfaridzi Hidayat Gema Bagustian Perdana Gilang Aditya Gilang Mahardhika Ibrahim Gilang Noor Cahyo Gilang Saputro Gusti Kanuraga Gustin Triani Habib Maulana Habibullah Habibullah Hadimas Putra, Prabu Hafidh Zalainus Sahrul Ausath Hafidz Nifa, Muhamad Hafiz Ramadhan Hakim, Alifia Fatwa Hakim, Hanif Lukmanul Hakim, Ilham Abdul Hana Grace Priscila S Hanaan Ridho Altamerano Handika Angga Prasetya Handy Nur Hani Setiani Hanum, Wira Shilviana Hapipah, Riska Happy, Aura Haqun Baitika Hardiansyah Hari Dwiguna, Raihan Harya Daffa, Muhammad Haryanto, Galih Haryono, Wasis Hasan Basri Hasan Basri Hayartudin Keliwawa Hayatun Nufus Iriyanti Helmy Agus Pradita Hendra Bagus Setiawanto Hendra Setiawan Hendra Setiawan Hendra Setiawan Sunarya Herdiansyah, Aditya Tri Heri Heri Setiawan Fauzi Heri Susanto Heriana, Alisa Heriyana, Nandito Hermawan Saputra Hery Fernando Hidayat, Muhamad Syahrul Hilaludin Hilaludin Hilaludin, Hilaludin Himmatul Ulya Al Makassari Hizkia Bayu Wijaya Hoerudin, Dede Humaedi, Dedi Husaini Luthfi Husaini, Vandy Sadam I Wayan Putra Ardhie Mardangga Ian Amukti Herlambang Ibnu Adha Shaleh Ibnu Solihah Taghalli Ichsan Zulfikar, Muhammad Idris, Maulana Ifal Rizky Priadi Ignasius Riandro Raul Ihda Setiaji Nugroho Ihsan Hanif Febriliyan Iin Ariyani Ika Komala Annafiyah Ike Indah Sri Wahyuningsih Ike Indah Sriwahyuningsi Ikhwan Sukirman Ikhwan Sukirman Ikrar Panji Satrio ILHAM Ilham Aji Pangestu Ilham Bagus Vitriadi Ristianto Ilham Ramdhani Ilham, Aldi Arista Ilhan Fauzan Ima Prayudi Imam Muttaqin Imam Rifa’i Imas Andryani Imtiyas Dimiyati Indah Riski Indika Hanjalah Indira Novi Yulianti Indira Putri Shahne Indrawan Iqbal Fahrozi Iqbal Firmansyah Iqbal Nurdiansyah Iqbal, Fadillah Irfan Alamsah Irfansyahfalah, Muhammad Irham Husin, Muhammad Irkham Shohibul Latif Irkhas Nusantara Irpan Kusyadi Irvan Agustian Sugandi Putra Irvan Hubbie Iswara Irvansah Satria Pamungkas Irwan Ahussalim Isa Hermawan Ismael Urzaiz Aranda Ismail Abdul Jalal Ismail Adi Prayogo Ismail Ismail Ismail Ismail Iwan Setiawan Jabar, Abdal Jajang Tashika Jajuly, Rahdat Jepri Afrizal Jimmy Haryansyah Putra Jodi Iskandar Jonius Simanungkalit Judin, Sirat Juhaendi Juhaendi Juieta Cahya Mestika Julian, Risma Julianto, Muhammad Rizky July Rimaza Putra Juma Pra Yogi Junaidi Ahmad Basori Ka'yibni Sibyan Kahfiansyah, Raihan Kaluku, Ramli Kartono Keliwawa, Hayartudin Kencana, Dewi Keumala, Wini Kevin Hadikusuma Khadafi, Farhan Khalil gibran Almaulidi Khantaqwa Amri Khoeroni Firdaus Khoerunisa, Sita Khoiriyah Kholbi, Rimba Shifa Kholik, Nur Kiki Alfiansyah Kiki Mahendra Kiki Yulianto Kinanti, Meitasya Putri Kinta Aurora Koswara, Robby Koswara, Yoga Krismadi, Adi Kristiawan Kristiawan Kumala, Shelee Fransiska Kurnia Putra Kusuma, Aditya Kusumawati, Syahvira Kusumawijaya, Theja Kyash Sabda Gusti Prabu Satmata Lestari, Ana Fisca Lestari, Chindy Lisda Amalia Listiyo Arief Nugroho Lukita, Muhammad Bagas Lukman Nur Prasetya Lutherman Perdana Hulu Luthfi Hanan Dio Samartha Luthfi Nurhaikal Luthtiansyah Luthtiansyah Luthtiansyah, Luthtiansyah M Nurfalah Saepul Akbar M Syukur M. Abi Syihab M. Adi Siswanto M. Ali Topan Nugroho M. Aziz Kurniawano M. Dicky Firyal M. Ichtiar Romadhoni M. Virzy Ardiansyah M. Zulbi Alzarudin M.Fikri Hidayat Maeylani, Winni Mahardika Paramarta Laia Mahdiaroji Mahdiyana Mahdiyana Mahya’il Ahmad Malik, Syafril Marcelino Mardangga, I Wayan Putra Ardhie Mardianto Triaji Maryono, Rio Masuhan Maulana, Fiqri Nanda Maulana, Hasan Mawasgenti, Putri Dinanti Mayrina Setiadi Meidiaz Satria, Rafly Meitasya Putri Kinanti Melisa Dwi Hestiani Meri Hendayani Misbakhul Anam Roziqin Moch Viqqy Fajar Aditya Moch. Iffan Fachri Risqullah Mochamad Azi Haetami Mochamad Ihwan Ridwan Faturrohman Modesta Kase Moh Riza Ari P Moh. Ridzki Alif Maulana Moh. Yusuf Hidayattuloh Mohamad Alaudin Mohamad Sopiyan Mohamad Yusup Yusup Mohamad Zainudin Mohammad Fahmi Muhamad Abdullah Maulana Malik Al Banjary Muhamad Agel Rozali Muhamad Burhanudin Muhamad Derryanur Muhamad Dwiky Finastika Watimen Muhamad Fajar Muhamad Fakhri Alwan Muhamad Fikri Muhamad Hasbi Hasidiqi Muhamad ilham Muhamad Iqbal Halim Muhamad Kevin Attarshah Muhamad Mega Jihad Ramadhan Muhamad Rafli Mauludin Muhamad Ramdani Muhamad Ridzal Kahsbullah Muhamad Rio Ridawan Muhamad Rizki Ramadhan Muhamad Sahrul Muhamad Zein Akbar Muhammad Aditiya Muhammad Adji Assalmi Muhammad Afi Gustamal Muhammad Afif Muhammad Afrizal Nur Muhammad Al Fatih Muhammad Alfarisz Muhammad Alif Fikri Muhammad Arvy Syahputra Muhammad Asrori Muhammad Baidawi Muhammad Burhan Muhammad Burhan Muhammad Chandra Muhammad Daffatama Nopriliano Muhammad Fahmi Kashoif Muhammad Fahri Amriyahya, Tubagus Muhammad Faisal Muhammad Faqih, Aqil Muhammad Farhan Ambiya Muhammad fathin fadhil Muhammad Fauzan Sabana Muhammad Handika Riyadi MUHAMMAD HARIS Muhammad Irfan Jalil Muhammad Irfansyahfalah Muhammad Iskandar Muhammad Ivan Prayogi Nugroho Muhammad Jukahpin Muhammad Jundi Fadhlurohman Muhammad Kemal Qodrat Muhammad Khoirul Isya Muhammad Mufid Aqil Muhammad Noviadih Muhammad Nur Fauzi Muhammad Nur Rahman Muhammad Nurul Huda Muhammad Rendy Nurhakiki Muhammad Rifai Muhammad Riswan Muhammad Riswan Muhammad Rizki Eka Saputra Muhammad Rizky Muhammad Rizky Alrazyd Muhammad Rizky Darmawan Muhammad Rizky Julianto Muhammad Rizky Ripal Muhammad Syahrul Muhammad Syaiful Arief Muhammad Yasir Muhammad Zuhri Muharto, Derry Bagus Muhlis Mujahidin Haqqoni, Bintang Muji Astuti Mukhlis Aryanto Mukhlis Hafidh Khoiriswanto Mukron Syahroni Mukti, Rizky Budi Munandar Munandar Munawaroh Munawaroh Munawaroh Munawaroh Murniati Mursito, Agung Musthofa Lutvi Mutolib, Ahmad Muzzaki Hafizh Nabila Eka Rahmayanti Nadia Rahmawati Nafis Surya Wiguna Nahrowi Nahrowi Nanang Selamet Riyadi Nanang Suhaemi Nanda Alfiando Meilana Nanda Noverdi Ruziki Nanda Risky Maulana Nandar Rustandar Nasrullah Nasrullah Nasrullah, Ahmad Naufal Musthofa, Muhammad Nazila Iva Sugianisa Nentra Edison Mendrofa Nifa Abdillah, Muhamad Hafidz Niki Ratama Nikri Aria Pratama Nina Amelia Silitonga Nisa, Aenun Nopedi, Pedi Novi Apriani Novian Adhi Jaya Novitalia Novitalia Novitalia, Novitalia Noviyanto, Dian Nugroho, Ihda Setiaji Nugroho, Listiyo Arief Nugroho, Sulistiyo Nunu Ibnu Ripah Nur Hidayah Nur Hidayah Nur Hidayatulloh, Ade Nur Muhammad Arofiq Nur Oktavia, Azzahra Nur Wahyu Nur, Handy Nurman Dwi Sulistyo Nurohman Nursafitri, Rika Nursalim Imron, Muhammad Nursimpati, Yum Leifita Nurul Fariz Nurul Justina Mahardianing Verdaningroem Nurul Maghfiroh Nurul Muhtar Nurul Mustofa, Muhamad Nurul Tri Sukma Aji Nurullia Novianty Nusantara, Irkhas Octavia, Indriyani Oetama, Wisnu OKI SAPUTRA Okky Rahmat Saputra Oktavio Selan, Matheos Oldie Al Ghifary Oman Adil Karib Dakhi Opa Fauzi Otih Sulistiana Ovandi, Dilan Tri Pambudi, Naufal Pandu Dewonoto Laut Santoso Pangestu, Adjie Parhan Yuspandi Parto Purba Pendi Septiana Perdi Pirdaus Pipim Ardianto Pirdaus, Perdi Pirmantara, Deni Pitriyah, Anisah Prabu Hadimas Putra Pradita, Helmy Agus Prakosa, Arif Ega Prasetyo Hadi Wibowo Pratama, Arnold Agusti Pratama, Arvin Arya Prayogi, Juma Priambodho, Anggra Prima Darma Prima Jarot Rama Primus Desideratus Baleri Priyatna, Dedy Priyaungga, Bayu Aji Puji Raja Bagus Kausar Purnama, Rendyka Purwadi, Tirto Putra Abi Zacky Putra Arda Imawan Putra, Alvin Pratama Putra, Dika Kurnia Putra, Eriansyah Mulya Putra, Kurnia Putra, Rediansyah Putra, Rizky Abiansyah Putri Dinanti Mawasgenti Putri Esa Suciati putri, amanda Putri, Sella Amelia Qorry Miftahul Hudda Qurrotul A’yun Rachmat Julianto Rachmat Julianto Raden Muhamad Agung Trisakti Supriawan Radhitya, Ardieka Fahmi Rafa Ryan Rafli Syarial Rahastiani, Resta Rahma Saputri, Dwi Rahmad Danil Fajri Rahmadila, Laita Rahman, Fadhlir Rahmayanti, Nabila Eka Raja Fadhilah Hamdan Rajashira Tan Philiang Raka Ahmad Saputra Rama Andika Rama Dwi Saputra Ramadhan Al Furqon Ramadhana Eka Syahputra Ramadhani, Alya Ramadhani, Ardian Rizky Ramadhani, Farah Cahyana Ramdani, Dandi Ramdhania, Syifa Irhammi Randy Tri mullya Rangga Andiyani Rani Rosada rasyid, faisal Ravi Aditya Pangestu Rayhan Alief Rizky Akbar Rediana Ilyas Rediansyah Putra Rendi Pratama Juniar Rendy Akmal Permana Resta Rahastiani Reyven Ferdo Erlangga Reza Alif Anugrah Reza Alif Anugrah Rezky Arianda Rian Rahman Al Aziz Riani Riatma Putra, Bagas Ribbiul Jauza Erbila Richo Santana Rico Aulia Fahreza Ridho Hafizh Maulana Ridwan, Ahmad Fauzi Rifaldi Rifki Rahman Syaiful Rifqi Rizhansyah Rifqi Sahrul Romadhona, Muhammad Rifqi Taufiqurrohman Rika Nursafitri Rikardus Wuli Dike Riki Firmansyah Tanjung Riko Mardani Saputra Riky Syawal Rimba Shifa Kholbi Rintan Ayu Lestari Rio Anggara Rio Ardy Milala Riris Lima Putri Risa Satifa Riska Amalia, Asha Riski, Indah Risky Tuah Sinaga Risman Muhammad Hafidz Rita Yulianti Rizal Aji Saputro Rizka Amelia Lestari Rizki Fauzi Permana Rizki Gustianto Sidi Rizki Iqfan Apriliansyah Rizki Kurniawan Rizki Kurniawan, Rizki Rizki Nuryanto, Alif Rizki Octavian Rizky Ashiddiqia Rizky Budi Mukti Rizky Gimnastiar Rizky Prasetyo Adi Rizky Priadi, Ifal Rizky Tiwa Saputra Robby Jordan Rohmat Rohmat Rohmat Taufiq Romadhon Haris Alfian Romi Satria Wahono Roqman Firnando Rosyidah Astari Nur Ruly Suryana Rushadi, Ifan Ruslan Abu Honi Ruyadi Ryan Setiawan S Sumarlin S., Ahmad Prayogi Sabila Fatimah Azzahra Saepudin, Ahmad Sahidin Sahidin Saifudin Husen Saiful Rohman Saiful Rohman Sajida Nur Hasannah Sakdi, Muzammil Salman Siregar Salomo, Niko Salvia Anggraini Salwa Juani Adrasah Salwa Nurakmalia Sami Amruallah Samsul Bahri Sandi Hidayat Ikhsan Juni Sandra Putri Saigon Sanni Pramushinto Santoso, Pandu Dewonoto Laut Saputra, Ade Sony Saputra, Andi Kusuma Saputra, Bagas Saputra, Herdiansyah Saputra, Muhammad Rizki Eka Saputro, Aziz Saputro, Rizal Aji Sari, Aulia Kurnia Sartika Lina Mulani Sitio Satibi, Ahmad Satmata, Kyash Sabda Gusti Prabu Satria Anggara Fayyadh Alwaly Satria Aryo Prakoso Satria Pratama, Dhaffa Satria Putra Laksmana Satrio, Ikrar Panji Seiman Gee Selamet Nur Baladdil Amin Selly Nur Holifah Septa Septa Septiana, Pendi Setiany, Anggit Prastika Setiyadi, Yusnar Sevhia Khoirun Nisa Sevhia Khoirun Nisa Shaleh, Ibnu Adha Sholihah, Aiymatus Siahaan, Julius Yoshua Sidiq Abdul Rahman Sifa Nafista Hairul Rozak Sinta Nuriyah Sinulingga, Andri Ricat Sita Aryanti Sita Khoerunisa Siti Aisah Siti Aisah Siti Fadilah Sari Siti Maulida Zahra Siti Rika Yulistina Sodiqun As Soleh Damarudin Solihin Solihin Sri Mulyati Sri Mulyati Steven Fredrico Subhan, Fajrial Subhana Suci Fitriyana Suciati, Putri Esa Sudesi, Ziki Sugeng Gunantio Sugiana, Egi Suhaemi, Nanang Suiti Sukma Manggar Suci Putri Sukma, Verdian Ramadika Sulistiyo Nugroho Sulkhan, Sulkhan Supriatna Surya Adji Pangestu Surya Bernada, Rifqi Suryadinata Suryana, Ruly Susilo, Ahmad Thoriq Sutresna, Jaka Suyudi Syahdan , Muhammad Syahroni, Mukron Syahrul Al-Rasyid Syahrul Ramadan Syahrul Ramdani syahrul, muhammad Syahvira Kusumawati Syaidatul Soffa, Anggita Syaifu Ramadhan SYAIFUL BAHRI Syamsiar, Syamsiar Syamsul Dahri Syawal, Riky Syifa Irhammi Ramdhania Syifa Zakiyatun Nufus Syifa, Annis Syifa, Zia Syifaa az zahra Syukron, Muhammad Tabah Adi Wiguna Tabah Yulistio Tashika, Jajang Tasya Nurul Hidayah Teja Suratman Teti Desyani Teuku Raja Muhammad Zaki Theja Kusumawijaya Theola Putra Djunaedy Thomas Bekker Tiara Aninditha Tiara Ulfiah Tika Nurmala Tina Apriani Tirto Purwadi Toto Winarko Tri Mulyani Tri Permono, Galeh Tri Rahayu, Ayu Tri Widiayu Ningsih Ubaydillah Ujang Yahya Yunus Ukri Arianto Umul Musfiroh Nurali Usep Irvan Nugraha Vadlan Febrian Verolia Yunita Putri Vikki Suryawijaya Viky Ardiansyah Vina Aurelia Vinawanda khodijah Vini Delviani Vivi Amalia Indah Fitriani Wahid Fathpni, Agus Wahidar, Agung Wahyu Diansyah Wahyu Iskandar Wahyu Muhamad Sidik Wahyu Saputra, Rikky Wahyudi, Wahyudin Wahyudin Wahyudi Waisul Kurni Wawan Setiawan Widiarto, Andi Wijaya, Christian Harta Winarno, Irgi Winda Liana Sari windy naila sarifah Wira Shilviana Hanum Wisnu Bayu Pamungkas Wisnu Oetama Wulandari, Ayu Sri Yahya Nur Yanto Yahya Nur Yanto YAHYA NUR YANTO yasinta dewi Yasmin, Afifah Yedidiya Sorayana Mendrofa, Nisan Yeremias Dala Sula, Yohanes Yoel Michael Sihombing Yoga Koswara Yoga Pratama Yonas Albetian Pangalila Yosanny Ferdino Rizkyansyah Yudha Eka Saputra Yulia Sahara Yuliana Devi Yulianti Yulianti Yulianti Yulianti Yulianti Yulianti, Indira Novi Yulistio, Tabah Yusril Sadhanayoga Yusuf Amien Cahyo Mustiko Yuyun Purniawan Zaenal Abidin Zaenal Abidin, Arya Zainudin Zainudin Zaki Satwika Widyadhana Zia Syifa Ziki Sudesi Ziska Andris Zuhair, Ahmad Zuhri, Muhammad Zuhry, Faqih Adhilla Zuki Pristiantoro