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Analysis of Halving Random Search Cross Validation in Machine Learning Model Optimization Alief Cahyo Utomo; Sucipto Sucipto; Muhammad Najibulloh Muzaki
Proceeding International Conference on Digital Education and Social Science Vol. 3 No. 1 (2025): Proceeding International Conference on Digital Education and Social Science 202
Publisher : Asosiasi Pengelola Publikasi Ilmiah (APPI) PT PGRI

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.55506/icdess.v3i1.169

Abstract

This study aims to analyze the effectiveness of the Halving Random Search Cross Validation method as an alternative for hyperparameter optimization in machine learning models compared to Grid Search Cross Validation and Random Search Cross Validation. The dataset used is Internet Service Churn with four algorithms: KNN, Decision Tree, SVM, and Gaussian Naive Bayes. The testing process involves 10-fold cross validation and three repetitions to ensure the validity of the results. The experimental results show that Halving Random Search Cross Validation is able to achieve competitive accuracy, precision, and recall performance (difference < 0.5%) compared to Grid Search in most models, with computational time savings of up to 62–74% on KNN, Decision Tree, and SVM. However, on Gaussian Naive Bayes with a small hyperparameter space, this method is slower due to the successive halving overhead. Random Search shows high speed but less stable on SVM and Gaussian Naive Bayes. The research conclusion states that Halving Random Search Cross Validation is the most balanced method for business cases such as churn prediction, with recommendations for application on complex models and further development using Hyperband or Bayesian Optimization
Usability Test on the System Determination Decision Support ReleaseProduct Towards Contribution Level Decision Maker Erna Daniati; Sucipto Sucipto; Anita Sari Wardani; Akmal Hisyam Pradhana
MATRIK : Jurnal Manajemen, Teknik Informatika dan Rekayasa Komputer Vol. 24 No. 3 (2025)
Publisher : Universitas Bumigora

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30812/matrik.v24i3.3789

Abstract

The core problem addressed in this research is the usability challenges of a decision support system for determining product release, which can hinder decision-makers’ effectiveness and user satisfaction. The purpose of this research is to evaluate the usability of the system and assess its impact on the effectiveness of decision-makers in determining product releases. The method used is a usability test involving direct user interaction with the system, where decision-makers performed predefined tasks. Usability metrics, including task completion time, error rate, and user satisfaction levels, were collected and analyzed to evaluate system performance. The result of this study is that the system facilitates efficient decision-making to a moderate extent. However, specific usability issues, such as navigation complexity and information overload, were identified, which reduced some users’ ability to operate the system seamlessly. Improvements in navigation and information presentation significantly enhanced user experience and decision-making quality. The research concludes that enhancing the usability of decision support systems is essential for maximizing their contribution to decision-making processes. Addressing specific challenges, such as simplifying navigation and optimizing information presentation, can substantially improve decision-maker satisfaction and the overall utility of the system. This study emphasizes the importance of usability-focused design in facilitating effective organizational decision-making.
HUBUNGAN KERUGIAN EKONOMI DAN DUKUNGAN KELUARGA TERHADAP KUALITAS HIDUP PADA PASIEN HEMODIALISA DI RSUD BALARAJA Rahmatulloh, Gilang; Sucipto, Sucipto; Iskandar, Arik
NURSING ANALYSIS: Journal of Nursing Research Vol 5, No 2 (2025): NURSING ANALYSIS: JOURNAL OF NURSING RESEARCH
Publisher : Sekolah Tinggi Ilmu Kesehatan Widya Dharma Husada Tangerang

Show Abstract | Download Original | Original Source | Check in Google Scholar

Abstract

 ABSTRACTBackground Patients with kidney failure who undergo hemodialysis must go to hospital regularly and require non-medical costs such as transportation costs and others. This can definitely affect the patient's quality of life so that going to the hospital regularly and requiring non-medical care costs results in economic losses. Apart from that, it is important for chronic kidney failure patients undergoing hemodialysis to need family support to produce a good quality of life for the patient and prevent the occurrence of a poor quality of life for the patient which can affect the period of treatment in the hospital. The aim of this study was to determine the relationship between economic loss of family support and quality of life in hemodialysis patients. Research method is a quantitative research type with a descriptive cross sectional approach. The sample used was hemodialysis patients at Balaraja Regional Hospital, totaling 71 respondents. Research method is a quantitative research type with a descriptive cross sectional approach. The sample used was hemodialysis patients at Balaraja Regional Hospital, totaling 71 Respondents. Results Statistical test of the relationship between economic loss and quality of life in hemodialysis patients at Balaraja District Hospital with a P-Value of 0.012 0.05. There is a relationship between family support and quality of life in hemodialysis patients at Balaraja District Hospital with a P-Value of 0.011 0.05. Conclusion: In hemodialysis patients, economic losses and family support are related to quality of life. Nurses play an important role in providing support to patients and their families. Suggestions for future researchers could be to consider expanding the scope of the research by involving a more diverse population and sample, both in terms of age and geographical location. Future research is also recommended to explore other influencing factors such as stress levels, social support, or family parenting patterns.                                   ABSTRAKLatar belakang Pasien gagal ginjal dengan menjalani hemodialisa harus rutin ke rumah sakit dan memerlukan biaya non medis seperti biaya transportasi dan lainnya , hal ini pasti dapat mempengaruhi kualitas hidup pasien sehingga dengan rutin ke rumah sakit dan memerlukan biaya non perawatan medis mengakibatkan terjadinya kerugian ekonomi. Selain itu pentingnya bagi pasien gagal ginjal kronik yang menjalani hemodialisa memerlukan dukungan keluarga untuk menghasilkan kualitas hidup pasien dengan baik dan mencegah terjadinya kualitas hidup passien yang buruk yang dapat mempengaruhi masa dalam pengobatannya di rumah sakit. Tujuan penelitian ini untuk mengetahui antara hubungan kerugian ekonomi dukungan keluarga dan kualitas hidup pada pasien hemodialisis. Metode Penelitian jenis penelitian kuantitatif dengan pendekatan cross sectional deskriptif sampel yang di gunakan adalah pasien hemodialisis di RSUD Balaraja sebanyak 71 responden. Hasil: adanya hubungan kerugian ekonomi dengan kualitas hidup pada pasien Hemodialisis Di RSUD Balaraja dengan nilai P-Value 0,012 0,05. adanya hubungan Dukungan keluarga dengan kualitas hidup pada pasien Hemodialisis Di RSUD Balaraja dengan nilai P-Value 0,011 0,05. Kesimpulan pada pasien hemodialisis, kerugian ekonomi dan dukungan keluarga berhubungan dengan kualitsa hidup. perawat memainkan peran penting dalam membrikan support kepada pasien dan keluarga mereka. Saran bagi peneliti selanjutnya dapat mempertimbangkan untuk memperluas cakupan penelitian dengan melibatkan populasi dan sampel yang lebih beragam, baik dari segi usia maupun lokasi geografis. Penelitian mendatang juga disarankan untuk mengeksplorasi faktor-faktor lain yang memengaruhi seperti tingkat stres, dukungan sosial, atau pola asuh keluarga
Analisis Faktor-Faktor yang Mempengaruhi Keputusan Pembelian pada Game Genshin Impact Menggunakan Klasifikasi Naive Bayes Wiranata, Hadi; Sucipto, Sucipto; Nugroho, Arie
Explorer Vol 5 No 2 (2025): July 2025
Publisher : Forum Kerjasama Pendidikan Tinggi

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47065/explorer.v5i2.2004

Abstract

The growth of the online gaming industry has led to the emergence of microtransaction-based business models, where players can purchase virtual items using real money. One of the games implementing this model is Genshin Impact, which has attracted a wide audience through its gacha system and diverse character content. This study aims to identify the factors that influence players' decisions to purchase virtual items in Genshin Impact using the Naive Bayes classification method. Data were collected through an online questionnaire involving 314 respondents. The analyzed variables include play duration, satisfaction with the gacha system, costumes, storyline, social influence, and previous purchase experience. The model was developed using the Gaussian Naive Bayes algorithm and validated through the Stratified K-Fold Cross-Validation method. The results show that the model achieved an accuracy of 80.57% in classifying purchase decisions. While the model performed well in identifying players who made purchases, its performance in classifying non-purchasing players requires improvement. This research is expected to serve as a reference for understanding player purchasing behavior and developing digital marketing strategies in the online gaming industry.
Modifikasi Perangkap Cahaya Ngengat Penggerek Batang Raksasa di Area Perkebunan Tebu Sumatera Utara Rabani, Burhanudin; Mukti, Lucky Teja; Pringadi, Bagus; Sucipto, Sucipto; Telaumbanua, Deliana; Maharani, Annisa; Saragih, Tiodor Nurcahaya
Indonesian Sugar Research Journal Vol 5, No 2 (2025): Indonesian Sugar Research Journal
Publisher : Pusat Penelitian Perkebunan Gula Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.54256/isrj.v5i2.171

Abstract

Ngengat penggerek batang raksasa (Phragmataecia castanea Hubner) sangat tertarik pada cahaya. Oleh karena itu, penelitian ini bertujuan untuk memodifikasi perangkap cahaya ngengat penggerek batang raksasa yang lebih sederhana, mudah dan murah. Pengamatan dilakukan di petak 3827, 3927, 3831, 3825, 3925 Afdeling IV Rayon Bulu Cina, Kebun Sei Semayang, MKSO PT Sinergi Gula Nusantara, Deli Serdang, Sumatera Utara. Perangkap menggunakan lampu batrei isi ulang (rechargeable lamp) 15 Watt yang digantungkan di dalam jirigen volume 20 liter. Hasil pengamatan menunjukkan perangkap modifikasi sama efektifnya dengan perangkap konvensional yang menggunakan layar plastik. Ngengat jantan lebih tertarik pada cahaya dibanding ngengat betina. Puncak penerbangan ngengat terjadi sekitar 30 menit setelah matahari tenggelam hingga 1,5 jam setelahnya.
OPTIMIZING SSCM IN THE SUPPLY CHAIN OF TRASH FISH TYPE TUNA USING RAPFISH IN COASTAL PASURUAN Misbah, Achmad; Sucipto, Sucipto; Asmaul Mustaniroh, Siti; Santoso, imam
Jurnal Teknologi Pertanian Vol. 26 No. 3 (2025)
Publisher : Fakultas Teknologi Pertanian Universitas Brawijaya

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.21776/ub.jtp.2025.026.03.3

Abstract

This study aims to optimize the sustainable supply chain management (SSCM) model for tuna trash fish in the coastal area of Pasuruan by involving three leading actors in the supply chain: fishermen, collectors, and processing businesses. The approach method used is the Rapid Appraisal for Fisheries (RAPFISH), based on Multidimensional Scaling (MDS), to evaluate the level of sustainability across environmental, social, and economic dimensions. The results show that collectors are in the fairly sustainable category (73.50%), while fishermen (55.62%) and Micro enterprise of trash fish type tuna (55.27%) are at the lower limit of the same category. The main levers for each actor include occupational safety, labor cost efficiency, and working environment conditions. The main conclusion states that the sustainability of the tuna supply chain still requires cross-dimensional improvements. The implications of these results underscore the importance of targeted actor capacity-building strategies, such as occupational safety training for fishermen, digitizing collector administration, and enhancing consumer services in micro enterprises of trash fish type Tuna, as well as opening up opportunities for further research based on an integrative approach to support long-term sustainability.
IMPLEMENTASI MODERASI BERAGAMA DALAM PEMBINAAN RUMAH TANGGA ISLAM PADA MASYARAKAT MULTIKULTURAL DI KELURAHAN DUFA-DUFA, KECAMATAN TERNATE UTARA, KOTA TERNATE Haris Abbas, Abdul; Alhadar, Muhdi; Abd. Djalal, Marini; Sucipto, Sucipto; Husna, Husna
Martabe : Jurnal Pengabdian Kepada Masyarakat Vol 9, No 1 (2026): MARTABE : JURNAL PENGABDIAN KEPADA MASYARAKAT
Publisher : Universitas Muhammadiyah Tapanuli Selatan

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31604/jpm.v9i1.%p

Abstract

Pengabdian kepada masyarakat ini bertujuan mengkaji bagaimana nilai-nilai moderasi beragama diterapkan dalam pembinaan rumah tangga pada masyarakat Kelurahan Dufa-Dufa, Kecamatan Ternate Utara. Kegiatan ini menggunakan pendekatan participatory action reseach dengan mengumpulkan data melalui observasi, Focus Group Discussion, wawancara dan angket.Temuan pengabdian menunjukkan bahwa pemahaman masyarakat terhadap moderasi beragama berada pada kategori tinggi, terutama terkait sikap toleran, kemampuan berdialog, dan komitmen anti-kekerasan. Pembinaan rumah tangga di wilayah ini berlangsung secara relatif harmonis melalui komunikasi, musyawarah, serta penguatan nilai-nilai keagamaan. Adat lokal seperti Adat Seatorang dan Balakusu Sekano-Kano berperan sebagai pilar harmoni dalam menanamkan nilai keselarasan, penghargaan, dan penyelesaian konflik secara damai dalam keluarga. Meski demikian, tantangan masih ditemui, antara lain perbedaan budaya pasangan, terbatasnya pemahaman tentang manajemen konflik, serta belum meratanya pemahaman moderasi beragama di seluruh keluarga.Pelaksanaan program pengabdian berhasil meningkatkan pemahaman masyarakat, program ini menegaskan bahwa integrasi nilai moderasi beragama dengan adat lokal merupakan pendekatan yang efektif dalam menciptakan keluarga yang harmonis di lingkungan multikultural
Traceability of Halal Control Point in Material, Production, and Serving to Support Halal Certification in Universitas Brawijaya Canteen Sucipto, Sucipto; Hidayati, Luki; Perdani, Claudia Gadizza; Hasanah, Nur
Indonesian Journal of Halal Research Vol. 3 No. 2 (2021): August
Publisher : UIN Sunan Gunung Djati Bandung

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.15575/ijhar.v3i2.11401

Abstract

Halal food certification in the university canteen needs to prepare Halal Assurance System (HAS) implementation. Halal Control Point (HCP) traceability in the canteen is very complicated because it has several menus, processes, and materials. This study aims to trace the HCP on materials, processing and serving in Universitas Brawijaya (UB) Canteen, then provide improvement. This research used seven criteria of HAS-23102 for a restaurant to evaluate the menus, ingredients, production, and serving in UB Canteen. HCP traceability was done on 60 menus from 4 food tenants and one beverage tenant. The results showed that grouping the menus and ingredients facilitates HCP identification. The menu consists of six groups: soup, deep-fried, stir-fried, strong spices dish, medium soup, and beverages. The materials consist of fresh ingredients, dry ingredients, and liquids. The menus required 113 materials. There are 16 (14%) materials HCP, including chicken, beef, noodles, and soy sauce. HCP materials do not meet HAS criteria and be replaced with halal-certified material or halal production process (HPP) description from the producer that needs to be checked by a halal auditor. The HCP did not found in the process and serving because the canteen does not produce and service haram (unlawful) products. Still, there is contamination possibility of haram and najis (unclean in Islamic terms) materials. For prevention, the Standard Operational Procedure (SOP) of production, serving the tenant, employee, and visitor need to be applied. The alternatives are supplying chicken meat and beef from a halal-certified slaughterhouse, monitoring and controlling the tenants' kitchen periodically three months, applying the halal standard for storage in tenant's kitchen and canteen facilities, and food serving in canteen. The HCP traceability of the university canteen according to halal standards, including raw materials, additional materials, processes, and serving, including the equipment used.
Integrasi Metode Forward Chaining dan Teorema Bayes Untuk Identifikasi Diagnosa Penyakit Kulit Pada Kucing Anugerah, Ade; Sucipto, Sucipto; Agustini Alkadri, Syarifah Putri
JURNAL FASILKOM Vol. 15 No. 3 (2025): Jurnal FASILKOM (teknologi inFormASi dan ILmu KOMputer)
Publisher : Unversitas Muhammadiyah Riau

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.37859/jf.v15i3.10288

Abstract

Skin diseases in cats are among the most common health issues, yet many cat owners still lack awareness of their symptoms. Limited access to veterinary services, especially in regions such as West Kalimantan, poses a significant challenge in early identification and treatment. This study aims to develop a web-based expert system capable of automatically diagnosing skin diseases in cats based on symptoms inputted by users. The system utilizes the Forward Chaining method for rule-based inference and the Bayes Theorem for probabilistic calculation to determine the likelihood of diseases. The system was built using the Laravel framework and MySQL database, based on a total of 83 case data obtained through direct interviews with veterinary experts. Testing using black-box and user acceptance methods showed that the system functions effectively and delivers accurate and informative diagnostic results. The system achieved an accuracy rate of 100% when tested on validated expert data. Therefore, this system can serve as an effective tool for cat owners to quickly and independently gain initial insights into their cat’s skin health before consulting a veterinarian.
The Selection of PPP Type Through Value for Money Analysis: A Case Study of Jakarta-Surabaya Railway Project Purnomo, Dwi Agus; Yulianta, Yulianta; Utomo, Djoko Prijo; Sucipto, Sucipto
CSID Journal of Infrastructure Development Vol. 3, No. 1
Publisher : UI Scholars Hub

Show Abstract | Download Original | Original Source | Check in Google Scholar

Abstract

With the suboptimal performance of the Jakarta-Surabaya corridor railway currently operating, the Government of Indonesia intends to upgrade the railway system in terms of speed performance as well as to engage the participation of both the public and private sectors in the upgrading project as mandated in Presidential Regulation Number 38/2015. Through this research, the type selection of the Public-Private Partnership (PPP) scheme and their implications on the Jakarta-Surabaya railway project will be demonstrated by conducting analysis to the alternative scenarios of the study on railway technology selection with an emphasis on economic and financial feasibility aspects to determine the suitable PPP type, which is validated through Value for Money (VfM) analysis, where the benefits of the selected PPP type in terms of economic, financial, and non-financial aspects were examined through numerical tests, the result of which indicated that with the VfM value of the actual data of IDR 224.51 trillion, and the most significant changes in VfM value for each variable change are in the 20-year concession period which reduces the VfM value by 4%. Of all the variable changes, there is no minus VfM value, indicating that public projects are in an improved condition with the PPP scheme.
Co-Authors AA Sudharmawan, AA Aan Fatkhurrohman Abd. Djalal, Marini Abdul Aziz Hunaifi Abdul Wahid Abimanyu, Dimas Achmad Misbah Achmadhin Tristan Syafaat Adhi Wicak Milbar Gamas Aditya Gusti Tammam Adlii, Muhammad Faa’iz Afandi, Zainal Agdeka Cory Zarkasi Agus Fatony Tohari Agus Muji Santoso Agus Tri Joko Ahmad Fajar Permadi Ahmad Fauzan Ahmad wildan muzaki Aidina Ristyawan Aidina Ristyawan Aidina Ristyawan, Aidina Aiko, Novia Aini, Ersa Dwi Nur Akmal Hisyam Pradhana Akmal Hisyam Pradhana Al Rasyid, Daril Aldi Pratama Alhadar, Muhdi Alief Cahyo Utomo Alisya Salsabila Amelia Nur Fadhila Ammari, Rieko Anatasya, Dita Riyantiin Anggi Purwanti Anita Sari Wadani Anita Sari Wardani Anita Sari Wardani Anugerah, Ade Anwarrudin, Mochammad Reon Ardiansyah, Fariq Ari Kurniawan Arie Nugroho, Arie Asmaul Mustaniroh, Siti Ayatun Fil Ilmi Ayu Chyntia, Desak Nyoman Az-Zahra, Dini Azhari, Muhammad Holqi Rizki Bagus Dwi Andika Barry Ceasar Octariadi Baruno, Agustiawan Djoko Bastian Dwiki Prasetyo Bella Putri Damayanti Berlina Hidayati Bhima P, Antowi Bifadhlillah Marsheila Islami Budhi Utami Cahyono, Shandy Arshad Busro carsiwan, carsiwan Chairul Effendi Choirun, Annisa'u Cinta Azzaria Claudia Gadizza Perdani, Claudia Gadizza Cornelis, Vieta Imelda Damar Rizki Agastya Damayanti, Sri Sukmana Desby Juananda, Desby Dewi Rahajoe Dharmawan, Muhammad Andhika Dhika Arif Rizqon, Muhammad Didik Dwi Prasetya Dika Prasetyo Dimas Adam Saputra Dwi Harini Dyah Mustikasari Eka Irma Sofiana Endy Juli Anto Erfian Danu Arius Erna Daniati Erna Daniati Ersa Dwi Nur Aini Ervin Kusuma Dewi Erwin Putera Permana Erwin Saputra Siregar Fachrunnisa, Tyas Faizal, Doddy Fajar Rahmatul Sidiq Falah, Moh. Zainul Faraasyatul ‘Alam, Ghasa Farhan Gagat Retnanto Faruq, Umar Al Fauji, Diah Ayu Septi Febiyanti, Idha Febrilian, Uray Ferdian Ahmat Felmidi Firda Novita Kurniyasari Firdaus, Shifa Putri Firdhossiah, Shailatul Firmansyah, Andika Fitra Bagoes Hariawan Fitra Fitra, Fitra Fitra Jaya Fitra Jaya Fitri Normasari Fitriani, Anasia Crisninda Fitriani, Lely Mustikasari Mahardhika Frengky S. Manullang Gama Bagus Kuntoadi Gita Natalia Krisnawati Gunawan, Putri Miya Guterres, Juvinal Ximenes Haikal, M. Zacky Hana Refri Gunawan Hanania, Dini Hariawaan, Fitra Bagoes Haris Abbas, Abdul Hasyim As’ari Heny Kristanto Hermansyah Hermansyah Heru Setiawan Heru Stiawan Hesti Istiqlaliyah Hesti Mei Wulandari Hidayati, Luki Husna Husna Hutabarat, Zuhri Saputra Ibnu Qoyim, Ibnu Ida Widaningrum, Ida Idris, Ahmad Ika Krisnawati, Dyah Ika Nurjanah Ika Yunida Anggraini Ikrar Nusa Bhakti Ima Rusdiana Imam Santoso Imam Syafi'i Maulana Maulana Indah Yuni Astuti, Indah Indrajaya, Dimas Indrawan, Dea Rizky Indriati, Rini Indyah Hartami Santi Iskandar, Arik Issa, Zuraini Mat Istiarini, Shelley Nirmala Jadeny Sinatra Jamilah Karaman Jannah, Ro’ikatul Jatmiko Jodi Armyanto Jose, Anthonio Fernando Juli Jamnasi Junetri, Syakilla Dwi Kadarisman Kadarisman Karaman, Jamilah Kartono, Sumudi Kayla Natasha, Amanda Khoirudin Eko Nurcahyo Khotibul Umam Khusnul Khotimah Kuni Nadliroh Kurniawan, Sony Dwi Kusanagi, Kanako N. Lasi Purwito LESTARI, SANTI Linda Elyanawati Rahayu M Abdilah Saputra M Iqbal Khalid M Najibuloh Muzzaki M. Noer Fadli Hidayat Maha Shelin Sahira Maharani, Annisa Maimunah Hindun Pulungan Mandasari, Restu Ari Marista Dwi Rahmayantis Maryanti, Yossi Mas’ud, Imron Mediana Nurlailli Mieta Silvia Aviva Miftahul Jannah Misbahul Munir Moch. Nurul Hadi Moh Kusen Mohamed Naeem Antharathara Abdulnazar Mohammad Fauzi Muh Saeful Effendi Muh. Saeful Effendi, Muh. Saeful Muhammad Fajar Ramadhan MUHAMMAD FARIZAL AKBAR Muhammad Ferri Muhammad Iqbal Khalid Muhammad Muhammad Muhammad Najibulloh Muzaki Muhammad Subhan Muhammad Zuhdi Sasongko Mukhammad Annafinurika Mukhtar, Mutia Kamalia Mukmin, Bagus Amirul Mukti, Lucky Teja Mulimmah, Mulimmah Mulyono, Kingkin Kurniawati Mulyosudarmo, Suviana Suwoto Munir, Sjaiful Murtiningsih Murtiningsih Mustofa, M. Ary Mustofa, Mohammad Annan Makruf Muzaki, Muhammad Najiblloh Nabila Ayu Fatikahsari Nadhif, Muhammad Fikrun Nafi'ah, Farida Nalsa Cintya Resti Nanda Hanief, Yulingga Neneng Sri Purwaningsih Nila, Ulfia Ningrum, Dea Yuliana Ayu Nisa A’rafiyah Tri Wulandari Nugroho Riziq Darmawan Nata Saputra Nugroho, Arie Nur Hasanah Nur Kholis Nuril Huda Nuriyanto Nuriyanto, Nuriyanto Nurmala As'ari Nurmanita, Tiara Sevi Olivi Sabilla Sa'dani Patrianto, Sandi Taufan Permatasari, Ajeng Novica Poppy Rahmatika Primandiri Pradhana, Akmal Hisyam Pramesti, Yasinta Sindy Pratama, Aldi Pratama, Budiman Agung Pringadi, Bagus puguh santoso, puguh Purnomo, Dwi Agus Puspitasari, Betristasia Putri Ameliya Qonita Nur Rohmania Rabani, Burhanudin Raffin, Adelonix Regia Rahmah, Nabila Aliya Rahmat Busono, Milzam Rahmawati, Ahti Ratu Ayu Isyana Reka Ainul Khasanah Retno Astuti Richo Wardana Ridho Banda Gilardino Riki Sukiandra Rina Firliana Rini Indriati Rini Indriati RIRIS ANDRIATI Risky Aswi Ramadhani Rita Dwi Pratiwi Riyanto Riyanto Rizal Syihab Saputra Adam Rofik Darmayanti Rohman Bulu, Akbar Taufiqur Rohman, Oom Romi Siswanto Ronald T. H. Tambunan Rr. Forijati -, Rr. Forijati Rr. Nova Alena Dewanti Rr.Nova Alena Dewanti Rumondang, Christin Ryan Marcell Wibisono S Sumarlin Sabrina Putri Afifah sadikin, hasan Safitri, Julia Salsabila Risa, Putri Samsul Bahri Saputra, Renaldi Saragih, Tiodor Nurcahaya Sari, Ribut Sari, Vina Nur Maulida Sasongko, Muhammad Zuhdi Sektio Ririn Setiani, Dila Elpin Shandy Arshad Busro Shandy Arshad Busro Cahyono Shandy Arshad Busro Cahyono Busro Shella Ayu Ardita Siahaan, Jekson Martiar Sidarta, Dudik Djaja Sidhiq Andriyanto Sindi Laesa Selviana Siswanto, Romi Siswanto, Yoyok Adi Siti Utami Dewi Ningrum Solihah, Mutiara Putri Sri Sumiyati Sri Utami Srikalimah, Srikalimah Suciati Suciati Suhendro, Dodiek Sukawati, Yunita Sulastri Sulastri Sulianty, Valerine Sulistiono Sumarlan, Iman Sumiyati, Sri Sumiyati Sunarjo Sunarjo Sunjani, Hestia Surya Ananda, Ade Susetiyanto Atmojo, Didik Sutikno Sutikno Sutrisno Sahari, Sutrisno Syafaat, Mokhammad Syamsul Arifin Syarifah Putri Agustini Alkadri Sylvia Caprie Angelita Tammam, Aditya Gusti Teguh Andriyanto Teguh Andriyanto, Teguh Telaumbanua, Deliana Tengku M. Fauzi Theo Krisna Amarya Thisya Aisyah Putri Timor Utama Tischa Berlianasari Tischa Tsawa Berlianasari Tobing, Victor Maruli Tua L Triyanna Widiyaningtyas Tutus Tricahya Gumelar TUTUT INDAH SULISTIYOWATI Umul Latifah Utomo, Djoko Prijo Veranita, Yuliawati Vina Churotul Laili Vivin Nurita Wahid Ibnu Zaman Wahyu Tri Handoko Wardah Mazidatur Rohmah, Dewi Wardani, Anita Sari Wati, Dewi Rossylia Wibisono, Ryan Marcell Widjaya Taufik Tiji Widodo Widodo Widyaningsih Widyaningsih, Widyaningsih Widyaswari, Monica Wijaya, Rizky Permana Wiranata, Hadi Wulandari, Nisa A'rafiyah Tri Yati Yati, Yati Yulianta, Yulianta Yunarsih Zahara, Adam Adilfi Zakur, Yahya Zebua, Amelia Intan Ramadhani Ziyan Zulfa Alim Zulkarnain Zulkarnain