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Journal : Jurnal Teknik Informatika (JUTIF)

Improving Term Deposit Customer Prediction Using Support Vector Machine with SMOTE and Hyperparameter Tuning in Bank Marketing Campaigns Abidin, Dodo Zaenal; Rosario , Maria; Sadikin , Ali; Nurhadi, Nurhadi; Jasmir, Jasmir
Jurnal Teknik Informatika (Jutif) Vol. 6 No. 3 (2025): JUTIF Volume 6, Number 3, Juni 2025
Publisher : Informatika, Universitas Jenderal Soedirman

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.52436/1.jutif.2025.6.3.4585

Abstract

Identifying potential customers for term deposit products remains a challenge in the banking industry due to class imbalance in marketing datasets. This study proposes an integrated approach that combines Support Vector Machine (SVM) with the Synthetic Minority Oversampling Technique (SMOTE) and hyperparameter tuning via GridSearchCV to enhance prediction performance. The dataset comprises 45,211 records containing demographic and campaign-related features. Preprocessing steps include categorical encoding, feature scaling, and SMOTE-based resampling. The optimized SVM model achieves an accuracy of 91% and an AUC of 0.96, outperforming the baseline model and demonstrating strong discriminatory ability, particularly for the minority class. This method improves the balance between precision and recall while reducing bias toward the majority class. The findings confirm the effectiveness of combining SMOTE and SVM for imbalanced classification tasks in the financial domain. These results contribute to the advancement of applied machine learning in informatics, particularly in developing robust decision support systems for data-driven banking strategies. Future work may extend this approach to diverse datasets and explore advanced resampling or ensemble techniques to improve model generalization.
A Comprehensive Benchmarking Pipeline for Transformer-Based Sentiment Analysis using Cross-Validated Metrics Abidin, Dodo Zaenal; Afuan, Lasmedi; Toscany, Afrizal Nehemia; Nurhadi, Nurhadi
Jurnal Teknik Informatika (Jutif) Vol. 6 No. 4 (2025): JUTIF Volume 6, Number 4, Agustus 2025
Publisher : Informatika, Universitas Jenderal Soedirman

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.52436/1.jutif.2025.6.4.4894

Abstract

Transformer-based models have significantly advanced sentiment analysis in natural language processing. However, many existing studies still lack robust, cross-validated evaluations and comprehensive performance reporting. This study proposes an integrated benchmarking pipeline for sentiment classification on the IMDb dataset using BERT, RoBERTa, and DistilBERT. The methodology includes systematic preprocessing, stratified 5-fold cross-validation, and aggregate evaluation through confusion matrices, ROC and precision-recall (PR) curves, and multi-metric classification reports. Experimental results demonstrate that all models achieve high accuracy, precision, recall, and F1-score, with RoBERTa leading overall (94.1% mean accuracy and F1), followed by BERT (92.8%) and DistilBERT (92.1%). All models exceed 0.97 in ROC-AUC and PR-AUC, confirming strong discriminative capability. Compared to prior approaches, this pipeline enhances result robustness, interpretability, and reproducibility. The provided results and open-source code offer a reliable reference for future research and practical deployment. This study is limited to the IMDb dataset in English, suggesting future work on multilingual, cross-domain, and explainable AI integration.
RNN-Based Intrusion Detection System for Internet of Vehicles with IG, PCA, and RF Feature Selection Purnama, Benni; Winanto, Eko Arip; Sharipuddin, Sharipuddin; Sandra, Dodi; Nurhadi, Nurhadi; Afuan, Lasmedi
Jurnal Teknik Informatika (Jutif) Vol. 6 No. 5 (2025): JUTIF Volume 6, Number 5, Oktober 2025
Publisher : Informatika, Universitas Jenderal Soedirman

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.52436/1.jutif.2025.6.5.5293

Abstract

Cyberattacks in the Internet of Vehicles (IoV) threaten road safety and data integrity, requiring intrusion detection systems (IDS) that capture temporal patterns in vehicular traffic. This study develops a Recurrent Neural Network (RNN)-based IDS and evaluates three feature-selection strategies—Information Gain (IG), Principal Component Analysis (PCA), and Random Forest (RF)—on the CICIoV2024 dataset. Features are normalized using Min–Max scaling before being fed into the RNN classifier. The models achieve perfect classification on held-out tests (accuracy/precision/recall/F1 = 1.00). However, probabilistic evaluation reveals low ROC–AUC scores (IG: 0.572, PCA: 0.429, RF: 0.415), indicating limited discriminative margins and potential overfitting or calibration issues despite flawless confusion matrices. PCA and RF further reduce computational overhead during inference compared to IG. These findings highlight that relying solely on accuracy can be misleading for IDS evaluation; temporal RNNs should be complemented with probability-aware training, calibration, or hybrid architectures. This work contributes a temporal-aware IDS framework for IoV and motivates future research on real-time deployment, hybrid RNN-CNN/LSTM models, and adversarial robustness to improve generalization and safety of connected vehicles
PATTERN CLASSIFICATION SIGN LANGUAGE USING FEATURES DESCRIPTORS AND MACHINE LEARNING Nurhadi, Nurhadi; Winanto, Eko Arip; Said, Rahaini Mohd; Jasmir, Jasmir; Afuan, Lasmedi
Jurnal Teknik Informatika (Jutif) Vol. 5 No. 2 (2024): JUTIF Volume 5, Number 2, April 2024
Publisher : Informatika, Universitas Jenderal Soedirman

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.52436/1.jutif.2024.5.2.1228

Abstract

Sign language is way of communication for the deaf and speech impaired. In Indonesia, the utilization of a standardized language involves the incorporation of American Sign Language (ASL). ASL is employed for various communication needs, ranging from basic alphanumeric fingerspelling (A-Z and numbers) to the more complex SIBI form (comprising gesture vocabulary) in everyday interactions as well as formal contexts. This surge in the digitization of sign language underscores the ongoing advancements in research and development. The challenge in this research lies in the ability to recognize American Sign Language (ASL) with diverse intensities and invariant backgrounds. Therefore, the study emphasis is on proposing a suitable segmentation method comparison for multi-intensity ASL cases. Subsequently, global feature descriptor methods, including Color Histogram, Hu Moments, and Haralick Texture techniques, are applied for feature extraction. The result of the Logistic Regression method versus the supervised Random Forest checks accuracy and suitability in identifying ASL fingerspelling. The findings of this research is predictive value of logistic regression is 48%, with class Y having the highest precision (0.86), class V having the lowest accuracy (0.16), and class L having the highest recall (0.73). The maximum precision in classes B, F, H, I, K, Y, and Z is 1.00, and the lowest in class U is 0.58, while the highest recall is in class G, which is 1.00. The lowest is in class V, while the predictive value from the random forest is 86 percent. Class H has the greatest f1 score (0.99), while class U has the lowest f1 score (0.64). The Random Forest method outperforms the two methods suggested in the paper, according to the comparison.
Optimizing Heart Disease Classification Using C4.5, Random Forest, and XGBoost with ANOVA, Chi-Square, and AdaBoost Pratama, Andika; Assegaff, Setiawan; Jasmir, Jasmir; Nurhadi, Nurhadi
Jurnal Teknik Informatika (Jutif) Vol. 7 No. 2 (2026): JUTIF Volume 7, Number 2, April 2026
Publisher : Informatika, Universitas Jenderal Soedirman

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.52436/1.jutif.2026.7.2.5430

Abstract

Heart disease remains one of the leading causes of mortality worldwide, underscoring the need for accurate and scalable prediction models within clinical informatics. This study proposes a leakage-safe machine learning pipeline combining stratified splitting, SMOTE-based imbalance handling, and in-fold feature selection using ANOVA, Chi-Square, and AdaBoost-assisted ranking to enhance classification performance on a large heart-disease dataset consisting of 10,000 samples and 21 attributes. Three widely used algorithms, C4.5, Random Forest, and XGBoost, were evaluated to determine the optimal model-feature selection configuration for structured medical data. The results demonstrate that feature relevance contributes more significantly to predictive performance than increasing model complexity, with Random Forest achieving the highest accuracy, precision, recall, and F1-Score at 98.43% when combined with Chi-Square or ANOVA feature selection. C4.5 showed the greatest relative improvement, rising from 76.52% to 97.57% using AdaBoost-assisted selection, while XGBoost improved from 66.32% to 94.88% after statistical filtering. The dominant features identified such as CRP, BMI, blood pressure, fasting glucose, LDL, triglycerides, and homocysteine align with well-established cardiovascular biomarkers, supporting clinical validity. This research provides an important contribution to computer science by demonstrating an efficient and scalable hybrid FS-boosting framework capable of reducing unnecessary model complexity, improving generalization, and supporting low-latency deployment in clinical decision-support systems. The findings highlight the potential of structured-data machine learning to strengthen digital health diagnostics in resource-limited environments.
Enhancement Of The C4.5 Decision Tree Algorithm With Anova For Predicting Academic Achievement Of Students At Smpn.16 Kota Jambi Osviarni, Rice; Assegaff, Setiawan; Jasmir, Jasmir; Nurhadi, Nurhadi
Jurnal Teknik Informatika (Jutif) Vol. 7 No. 2 (2026): JUTIF Volume 7, Number 2, April 2026
Publisher : Informatika, Universitas Jenderal Soedirman

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.52436/1.jutif.2026.7.2.5431

Abstract

This study aims to improve the accuracy of predicting student academic achievement by integrating the Analysis of Variance (ANOVA) method with the C4.5 Decision Tree algorithm. In the context of information systems, this research holds significant importance for the development of more reliable Decision Support Systems (DSS) or early warning systems in school environments. The research was conducted at SMPN 16 Jambi City using secondary data from three academic years (2022/2023-2024/2025) covering academic variables, attendance, and parental income. The main issue addressed was the limitations of the C4.5 algorithm in handling irrelevant features and unbalanced data, which, at the system implementation level, can lead to inaccurate recommendations or alerts.This research method employed a data mining approach with stages including data cleaning, numeric conversion, missing value imputation, formation of derived variables, and categorization of the target variable "Achievement." The initial C4.5 model produced 72.81% accuracy on the training data and 69.71% accuracy on cross-validation. After feature selection using ANOVA, one insignificant variable was removed, resulting in a hybrid C4.5+ANOVA model with nine key features. Test results showed an increase in accuracy to 80.44% on the training data and 73.66% on the cross-validation data, representing an improvement of 7.63 and 3.95 percentage points, respectively.This improvement in model performance directly translates to an enhancement in the quality of the information system's output, yielding more reliable reports and predictions for teachers and school management.
Co-Authors - Martutik A Azhar, A A Zaenurrosyid Abanat, Frida Abdallah Kafaa, Kafa Abdul Munip Abdul Rahman Abdurrahman, M. Akyas Abidin, Dodo Zaenal Abizar Abizar Abyan Mahesa Kakananta Achmad Widodo Adinda Catur Rachmawati Adivia Putri, Rezananda Oktaviani Adjiji, Fatma Adnan, Muhd Adrin Bin afrianis, neti Afrilya, Nur’Aida Afrizal Nehemia Toscany Ag. Eko Susetyo Agung Prayogo Agung Setiyawan, Agung Agus Alamsyah Agustian Agustian Agustinus Eko Susetyo Agustryana, Lisa Ahmad Fahrudin Ahmad Hanif Firdaus Ahmad Jahrudin, Ahmad Ahmad Zakky Almahi Aidil Trianadi, Duta Aini, Hidayati Aini, Virli Nur Aji, Supa Kusuma Akbar Islamy, Mohammad Fadil Akbar, Hafidl Maulana Akbar, Prima Soultoni Al Basyari, M. Mahbub Al Husna, Lathifah Albadri, Aldhi Alfarisi, Usman Aliadi, Aliadi Alkatiri, Thoriq Munir Almadison, Almadison Amalia, Dian Risky Amanda, Sisi Amanda Amania, Fiki Amiluddin Amiluddin, Amiluddin Aminudin, Muhammad Ananda, Nur Khofifah Dea Andi Hidayat, Andi Andi Warisno Andika Pratama Anggraeni, Ermi Anindhita, Az Zahra Anindhita, Ines Anisah Fifi Nurfajariyah Anisah, Ajeng Mega Anita Febriani Annika Maizeli Annisa Ramadhani Ansari Ansari Anwar Efendi Anwar, Mohammad Shohibul Anwar, Nurlaila Fathimah Aprilia, Rizky Ardila, Ninda Mulya Ike Ardyansyah Ardyansyah Ari Rahmawan, Novid Arief Fadholi Aries Muslim Arum, Dewi Puspa Asmaji, Asmaji Assidik, Faqih Astusi, Fina Andika Frida aswad, fatqul hajar Aulia Rahman Aulia Rahman Ayu Srisasmita Azharisman Rozie Aziis, Fauziah An Nisadiena Azizah Mahary Azizah Nuraini Azzahra, Amanda Nur BAGAS NARENDRA PARAHITA Baharuddin Ali, Baharuddin Bahruddin , Uril Bakri Muhammad Bakheet Barkah, Barkah Bella Artamevia, Fifi Beniati Lestyarini Berlianda, Achmad Daffa Biankum Dianono, Yustitisia Bimantara, Muhammad Raihan Bisono, Eva Firdayanti Budiarti, Atik Catur Cahyadi, Devi Chandra Wiharya Dadi Satria Dalimunthe, Mawardi Danang Purwanto Danial Hilmi Darmo, Adityo Noor Setyo Hadi Dedi Supriadi Delia Indrawati Destiana, Indah Dewi Aliece Tya, Cintya Dewi Retna Wulan Dewi, Gustianti Dewiyani, A.A.I Citra Didik Nur Huda Dila Sakinah Dina Dina, Dina Dinda Dwi Anggraeni Dini Rahmawati Dirgantoro, Grafisa Ayu Djatola, Hariyanto R Dodi Sandra Dwi Astutik Dyani, Nurmalya Ayu Efendi, Erizon Effiyaldi, Effiyaldi Eka Dewi, Kartika Purnama Eka Mulyani, Rinda Eka Perkasa, Rilis Ekaningtias, Dyah Ekasari, Silvia Rahmi Eko Yudiyanto Elfena, Lisa Elisawati, Elisawati Elmasari, Yandria Elok Rahmawati Endang Triyanto Epodius, Gabriel Alexander Erliana, Leni Ermawati Arief Esti Dwi Pujianingsih Esti Swatika Sari Evitasari, Rista EWING RUDITA ARINI Fachruddin Fachruddin Fachry Abda El Rahman Fahmadellia Eviesta Saraswati Faisol Faisol Faiz, Fajar Ridho Fatan Fakhrurazi, Fakhrurazi Farida, Nike Nur Fatkhur Rohman Fatmakartika, Rini Fauziah, Nining Fauziah, Rihanatul Febriansyah Febriansyah Febriyanti Angelia Ginting Fenansa, Sinatrya Reyhan Firdaus, Nurman Firmansyah Fitri, Kurnia Aidila Fitria Ramadhani Fitriana Fitriani, Hellen Last Fransiska, Adelia Galih Pudyastuti, Septina Gazali, Agus Umar Ghossani, Irsalina Qurrota Gigih Caesar Wahyu P Gunadi Widi Nurcahyo Gunarto, Danang H, Hirma Hadi Asnal, Hadi Hadi Sudarmo Hadi Susilo, Sugeng Hakim, Abdul Aziz Hakim, Masrul Hakim, Muhammad Helmi Hamid, M. Abdul Handoko, Wahyu Dwi Hanifah Marwa Alfafa Haniifaa, Haniifaa Hardyansah, Hangga Eko Hargita, Bhramastya Sandy Harijono, Agus Hariyono, Saharul Hartomi, Zupri Henra Hartono Hartono Hawani, Nora Fauziah Hendri Hendri Heri Heri, Heri Hermawan Hermawan Herru Santosa Budiono Hery Purnomo Hidayat, Adil Hidayat, Andra Dwitama Hidayaturrosyidah, Ummi Hoki Apriyenson Huda, Dimas Nur Amirul Hunen, Ahmad Husti, Ilyas Ibrahim, Faisal Mahmoud Adam Ibrahim, Mikhail Claudio Idham Kholid Ifan Prihandi Ikeu Kania Ilma Fadilah Ilma, Zidni Imam Suyitno Imbenai, Gibson Samuel Indah Susilowati Ira Rahayu Irawan Irawan Irawan, Effendy Ismail, Muhammad Zulfikar Isnan, Faisal Isroni, Isroni Issiyah, Iis Isti Istiqomah, Intan Nur Jasmar, Jasmar Jasmir, Jasmir Jauhar Ali Jayanti, Krisnita Jesus, Isac da Costa de Johni Paul Karolus Pasaribu Julien Marlitha, Natalia Jumriati, Jumriati Kafi, Fina Aunul Kalsum Muhamad Yusuf Lasubu Khabibillah, Khabibillah Khambali, Khambali Khoirul, Qolbi Khuluqi, Ahmad Machbubil Kris Witono Krisna Rendi Awalludin Krisnita Dwi Jayanti, Krisnita Dwi Kumala, Siti Ayu Kuncoro, Andreas M Kuncoro, Ryke Zain Yumna Kusmarwanti Kusmarwanti Kusmiran, Kusmiran Kusubakti Andajani Kusuma, Ramadhan Alim Laeli, Binti Nurul Laila Yumna Laksono, Aryo David Lalita Meilina Rahman Langkau, Mifta Huljannah Lansyah, Diyahiyah Thotho Lasmedi Afuan Latif, Akhmad Abdul Lestari, Dwi Ari Lestari, Riski Ayu Lestarjo, Agustinus Lestarjo, Agustinus Nugroho Pudji Liestyasari, Siany Indria Listiana , Erna Listiyono, Listiyono Lubis, Abdul Hadi Luthfiasari, Alif M. Haviz Machmud Effendy Maghfiroh, Rodiatul Maghfirotika, Azaaima Maharani, Intan Maharani, Sesanti Mahliga Fitriansyah Mahmudah Mahmudah Maizelli, Annika Makrina Tindangen Maksudin . Manik, Agustina Sartika Yos Ekaristi Manurung, Reyaldi Panorangan Marbun, Widya Kezia Caroline Marga Raharja, Adyk Marhamah, Zahrawati Marlina Marlina MARSETYO MARSETYO Martanto Martosupono Martawati, Mira Esculenta Maryani Maryani Maskur Maskur Maslakhatu Nurul Ummah Masruroh MASRUROH Masyhuri Masyhuri Mawaidi, Mawaidi Mayeni, Mayeni Md Yusof, Hazlina Mei Anjar Kumalasari Meirani Rahayu Rukmanda Minardi Minardi Miswadi Miswadi Miswan Miswan Mitrin, Abdullah Moh. Buny Andaru Bahy Mohd Fauzan Mohd Rinaldi Amartha Monasari, Ratna Mubarok Ramadhan, Syaehu Muchtar, Imamuddin Muhammad Alfan Muhammad Arif Nur Huda Muhammad Fahmi Amrullah, Muhammad Fahmi Muhammad Fitri, Muhammad Muhammad Idris Muhammad Jafar Shodiq Muhammad Luthfi Muhammad Noviansyah Aridito Muhammad Rifqi Azhary Muhammad Rivai muhammad rizky, muhammad Muhammad Tareh Aziz Muhammad Zaki Muhibin, Moh. Mulhat Mulya, Visca Cahaya Mulyadi Mulyadi Mulyaningsih Munir, Muhammad Syahrul Mustazzihim Suhaidi Mustofa, Muhammad Fikri Aziz Mutiara, Diah Mutiara, Ilvia Anggun Dwi Muttaqien, Muhammad Aditya Nadia, Nanda NAIBAHO, RONALD Nani dkk. Mulyaningsih Nasution, Andri Rachmat Kumalasian Nay, Martenci Ni’mah, Lailatun Nicky Suwandhy Widhi Supriyanto Ningrum, Hesti Sulistia Ningsih, Gusria Nining Haryuni Ni’mah, Lailatun Noelaeni, Resvy Noorseha Ayob Noviana, Lola Nugrahani, Dian Ahimza Nugraheni, Putri Sagita Nugroho, Agung Nukhbatul Bidayati Haka Nur Cahyanti, Novita Nur Fadlillah, Arga Miftah Nur Hasan Nur Hilal, Nur nur, Indrayani Nur, Sajidah Nurcahyono, Okta Hadi Nurhayati Nurhayati Nurhidayah Nurhidayah Nurjannah, Hamidah Nurlailah Nurlailah, Nurlailah NURUL ISTIQOMAH Oktafially, Dora Oktarina, Shelly Oktavera, Hasnil Oktavia, Nia Olearosa, Febby Amelia Osviarni, Rice Pagar, Pagar Pahlevi B, M Riza Pahmi Pahmi Pambudi, Arifin Eka Pane, Glenn Oriona Pardamean Simanjuntak, Daniel Sintong Pardiyono, Ragil Pasaribu, Tinawati Br Pater Rajagukguk, Pater Patra, Oviyan Pawestri, Rizky Aprilia Peter Rajagukguk Prakosa, Muhammad Hafizh Husna Prakoso, Aditya Win Pramesti, Inka Indi Pramesti, Restituta Devi Prameswari, Meidya Ayu Pranawa, Sigit PRASETIO, AGUS Prasetiyo, Dodi Prasetya Utama, Panji Pratiwi, Emi Pravitasari, Deria Prithalia, Lintang Kartika Cahya Pudyastuti, Septina Galih Purnama, Benni Purnomo, Bella Sandy Purnomo, Martinus Wahyu Purnomo, Tri Aji Pusparini, Dea Ayu Puspawardhani, Gianti Puspitaloka, Tamara Lisna Puspito Buwono, Haris Putra, Muhammad Brian Putri Lestari, Putri Putri, Amalia Aisyah Putri, Yusriani Febrian Ramadani Putri, Zeini Ardianti Putriana, Erika Qomari, Nur Qosidah, Siti Raden Hanif Satria Adjistama Rafi Dio Rahman, Rifqi Aulia Rahmania, Abdul Rahmat Efendi Raihan Nur Firdaus Ramadania Ramadania, Ramadania Ramadhan, Adiya Rahim Ramadhan, Ahmad Rizki Ramadhan, Muhammad Sabir Rany Puspita Dewi Ratna Djuwita Ratna Puspita, Ratna Ravita Putri Aiswara Refni Wahyuni renaldi, reno Reni Tyas, Reni Reniati Reniati Renti Yasmar, Renti Resi Sujiwo Bijokangko Rianti, mimi Richi Andrianto Ridwan Caesar, Muhammad Ridwan, Lokot RINA M.Si WIDIANA S.Si Rindi Sri Antika Rini Agustin, Eka Rio, Ghamal Ririn, Ririn Parmita Risan, Alfanora Naufal Khairi Risdianto Risdianto, Risdianto Rismawati, Nur Rita Noviani, Rita Riyanti, Nunik Rizal, Andi Muhammad Ahsan Rizki Fadila, Rizki Rizki Mulyono, Edy Rizki Priya Pratama, Rizki Priya Rizpevicha, Upich Sepfitri Roding, Aesoh Roding, Miss Aesoh Roekhan Roekhan Rohaini, Eni Rohmah, Siti Nur Rometdo Muzawi, Rometdo Rosario , Maria Rosita, Devi Ayu Rumondang, Rumondang Rusyaid, Rusyaid Sa’adah, Hadiatus Sabiya, Hasna Sadari Sadari, Sadari Sadikin , Ali Safira, Nadia Sahila, Wirda Fitria Said, Rahaini Mohd Saidah, Nur Saifuddin Zuhri Sakinah Sakinah Salsabila, Putri Saman, Saman Samsul Ulum, Mohammad Sandi, Indra Kurniawan Sanita Dhakirah SANTOSO SANTOSO Sapto Nisworo Saputra, Haris Tri Saputra, Muhamad Veri Dwi Sari, Nurliana Sarjon Defit Satria, Devit Satworo Adiwidodo Sayidina, Miastika Nur Sa’adah, Hadiatus Selvi Diana Meilinda, Selvi Diana seno sudarmono Hadi seno sudarmono Hadi, seno sudarmono Septiani, Risa Septiani, Wanda Hamidah Septyani, Diyas Septyarani, Tiara Azalia Serimin, Nemesius Kolbe Setiawan Assegaf Setiyawan, Adhi Setyawan, Fajar Andre Shakilla, Maurenda Sharipuddin, Sharipuddin Shofil Fikri Sholeh, Muhammad Iqbal Sigit Iswahyudi Sigit Joko Purnomo Silaban*, Carolus Tarman Silverius Tey Seran Silvia, Sheila Simangunsong, Shella Yoseva Simatupang, Nanda Agustian Sintya, Wike Siregar, Riadi Syafutra Siswoyo Siswoyo SITI AISAH Siti Amina Siti Patimah Siti Shofiyah SLAM, Berta Erwin Soenarto Notosoedarmo Soultoni Akbar , Prima Sri Minarti St. Nurbaya Stiana, Rindi Stifanie, Anggi Sugirma, Sugirma Suhanda Suhanda Sujono, Husna Warsila Sulaikho, Siti Sulastri, Dewi Sumarno, Dwi Agus Sumarsono Sumarsono Supriyati . Suratno, Eddy Suriono, Hadi Suroso Suroso Suryana, Hendy Suryandari, Putri Indra Susanto, Surya Susilo, Alissa Azizah Herman Sutaman, Sutaman Sutra Sutra, Sutra Swedana, I Nyoman Syafutra Siregar, Riadi Syahfitri Purnama Syahputra, Reyhan Muhammad Syahrani, Ananda Rizkiah Syahrir, Syamsul Syalhafiz, Muhammad Thariq SYAMSUDAR, BANGBANG Syamsudin Syamsudin Syamsul Bahri Syamsul Ma’arif Syamsul Syamsul Syukur, Agus Talifatim Machfuroh, Talifatim Tambunan, Syafrida Br Tampubolon, Angel Debora Taufik, Azhar Taufik, Ikhwan Tazaka, Muhammad Agisni Khoiruman Teguh Sutanto Titik Harsiati Titik Rosnani Tony Wijaya Toti Laksana Bhirawa Tri Yuni Hendrowati Triasyoga, Videlia Suryaning Trisma Jaya Saputra Trisnawati, Nurmasari Tulus Musthofa, Tulus Tyas, Reni Trianing Ulfa Niswatul Umar Umar Umi Machmudah Ummah Karimah, Ummah Ummah, Maslakhatu Nurul Umunaela, Umunaela Uril Bahruddin, Uril Utama, Alfandy Alif Utami, Cici Utami, Diansi Utami, Farhana Atmayani Vicky M. Taufik Vivi , Putri Meylia Wahyu Listiani, Wiwik Wahyu P, Gigih Caesar Wahyuningsih, Lenny Wahyuningsih, Mita Walid, Achmad Warastama, Fahrezi Daffa Wati, Gita Seftia Wati, Soleh Weddakarti, Eva Whiemhazathissy, Uchffinauzhien Rienafrighni Wibowo, Pandu Ilmani Satria Wijaya, Riko Wildana Wargadinata Wilujeng, Ressa Nur Ambar Winarti , Winarti Winarti Winarti Wiranti Wiroto, Noto wisnu wisnu, wisnu Wulandari, Desyi Wulandari, Indah Astutik Yeni Rahmawati, Yeni Yosafat Hermawan Trinugraha, Yosafat Hermawan Yuana, Budy Rolly Yuda Irawan Yudi Kurniawan Yuhastina, Yuhastina Yul, Widiya Yuliana Yuliana Yulianto, Dany Dwi Yuliarman Saragih Yuliyanti, Gita Yuni Pratiwi Yuniar Alam, Yuniar Yuniarto Agus Winoko, Yuniarto Agus Yusfa, Mutia Shilda Zaen, Adhelia Husnainy Zaenal Abidin, Dodo Zaenudin, Imam Zahirah Maulida, Siti Zahratunnisa, Aisyah Zakaria, Endang Zalzabilah, Fadilah Zamzami, Syaifulloh Alwi Zamzani Zamzani Zikra Zikra Zildanis, Zahra Zuhaeri, Nofal Zuhirsyan, Muhammad Zuhri, I. Mustofa Zulkhairi, Imam zural, mimin mardhiah