Vol. 5 No. 1 (2025): Brilliance: Research of Artificial Intelligence, Article Research May 2025

This volume consists of 71 articles with 177 authors from 32 educational institutions in Indonesia, including: Dumai University, Amikom Yogyakarta University, Widyatama University, Santo Thomas Catholic University, Indonesian Education University, Medan State Polytechnic, Malikussaleh University, Paramadina University, Bina Darma University, Padang State Polytechnic, Triguna Tasikmalaya Polytechnic, Tanah Laut State Polytechnic, Bali Dwipa University, Madura University, Padjadjaran University, Subang State Polytechnic, ATI Padang Polytechnic, Syiah Kuala University, and others.

DOI: https://doi.org/10.47709/brilliance.v5i1

Published: 2025-03-07

Articles

Design Analysis Application with Framework for Exam Question Evaluation

Pulla Pandika Widodo, Hayatullah Khumaini, Al Malikul Ikhwanda Putra

1-6
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DOI : https://doi.org/10.47709/brilliance.v5i1.4907
Technological Innovation for Population Administration: Web-Based System in Cisontrol Village, Ciamis

Ajeng Mayang, Yudi Barnadi, Ase Suryana, Neris Peri Ardiansyah

7-11
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DOI : https://doi.org/10.47709/brilliance.v5i1.4958
Analysis and Clustering of Poverty Levels by Education in Cimahi City Using the BIRCH Method (Balanced Iterative Reducing and Clustering using Hierarchies)

Fadhilla Artamevia Putri Ristiawan, Ari Purno Wahyu Wibowo

12-20
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DOI : https://doi.org/10.47709/brilliance.v5i1.5631
Evaluation of Indonesian Language Stemmer Algorithms: A Comparative Analysis

Fitrah Rumaisa

21-25
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DOI : https://doi.org/10.47709/brilliance.v5i1.5679
A Comparative Study of Naive Bayes, Vader, and TextBlob Methods in Sentiment Analysis of ShopeeFood on Twitter

Amirudin Khorul Huda, Surya Tri Atmaja Ramadhani, Fiyas Mahananing Puri

26-36
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DOI : https://doi.org/10.47709/brilliance.v5i1.5687
Analysis of Most Significant Bit (MSB) Steganography Method in an IoT-Based Keyboard Learning System

Darinda Sofia Tanjung, Yunita Sari Siregar, Juliana

37-43
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DOI : https://doi.org/10.47709/brilliance.v5i1.5179
Identification of Fish Suitable for Consumption with Artificial Intelligence Method Using CNN and SVM Algorithms

Ramadhanty Riqqa Sunduz, Ari Purno Wahyu Wibowo

44-49
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DOI : https://doi.org/10.47709/brilliance.v5i1.5728
Implementation of Monsakun Problem-Posing to Enhance Elementary School Students' Conceptual Understanding of Mathematics in Indonesia

Rico Valentino, Munir, Herbert Siregar

50-65
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DOI : https://doi.org/10.47709/brilliance.v5i1.5704
Building a fish disease detection application based on Smart Fishery with Image Processing and Deep Learning

Rista Aryanti, Ari Purno Wahyu Wibowo

66-73
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DOI : https://doi.org/10.47709/brilliance.v5i1.5719
Prediction of Crime Cases in 2025 in India Using the Fuzzy Time Series Chen Model Method

Annisa karima, Anni Zulfia, T. Sukma Achriadi Sukiman, Athiyatul Ulya

74-85
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DOI : https://doi.org/10.47709/brilliance.v5i1.5745
Making Learning Module Using Google Spaces for Kindergarten Teachers in Pangandaran Based on LMS (Learning Management System)

Ari Purno Wahyu Wibowo, Eka Angga Laksana, Sukenda, Benny Yustim

86-92
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DOI : https://doi.org/10.47709/brilliance.v5i1.5770
Analysis of Public Sentiment Text Clustering on Tax Increases using Orange Data Mining on Twitter

Ibnu Azhar Maulana, Ari Purno Wahyu Wibowo

93-99
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DOI : https://doi.org/10.47709/brilliance.v5i1.5787
Analysis of User Satisfaction Level on PT. Semen Baturaja's Website Using the User Experience Questionnaire (UEQ) Method

Muhammad Hidayat, Helda Yudiastuti, Evi Yulianingsih, Tri Oktarina

100-107
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DOI : https://doi.org/10.47709/brilliance.v5i1.5828
Designing Fiber Optic Network Infrastructure with FTTX Configuration Using Network Development Life Cycle (NDLC) Method in Solok Regency

Uzma Septima, Amelia Yolanda, Dikky Chandra, Viorryn Aisha Uzhelia

108-114
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DOI : https://doi.org/10.47709/brilliance.v5i1.4708
From Observation to Co-Creation: A Netnographic Review of AI-Driven Consumer Behavior

Ahmad Mundzir, Kuniarti Pratiwi

115-124
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DOI : https://doi.org/10.47709/brilliance.v5i1.5885
Management Strategy for Optimizing Worker Wage Management through SDLC-Based Digital Transformation in Dodol Garut MSMEs

Yesti Siti Nurjanah, Reny Sumarni, Zaki Ulfatiatul R

125-135
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DOI : https://doi.org/10.47709/brilliance.v5i1.5833
Implementation of K-Means Clustering for Social Assistance Recipients with Silhouette Score Evaluation

Herfia Rhomadhona, Wiwik Kusrini, Winda Aprianti, Jaka Permadi

136-143
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DOI : https://doi.org/10.47709/brilliance.v5i1.5900
Wireless Network Design at Pamekasan Regency Public Library

Fauzan Prasetyo Eka Putra , Moh. Irfan, Mohammad Aziz; Rama Nurja Saputra

144-150
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DOI : https://doi.org/10.47709/brilliance.v5i1.5876
Analysis of the Impact of the Pre-Employment Card Program and Clustering of Unemployment Rates in West Java Using Spectral Clustering

Fathimah Fadhilah Khoirunnisa, Fitrah Rumaisa

151-160
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DOI : https://doi.org/10.47709/brilliance.v5i1.5917
Application of the Mean-Shift Method in Grouping the Influence of Labor Market Information on Labor Absorption in West Java Province

Khaerani Ulfah, Fitrah Rumaisa

161-168
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DOI : https://doi.org/10.47709/brilliance.v5i1.5920
System monitoring Soil PH moisture based IoT

Mutammimul Ula, Ezwarsyah, Mochamad Ari Saptari, Bakhtiar, T Multazam

169-174
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DOI : https://doi.org/10.47709/brilliance.v5i1.5974
Ant Colony Optimization for Waste Collection Routing: A Case Study in Sekar Tunjung Residential

Ida Bagus Kade Puja Arimbawa K

175-181
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DOI : https://doi.org/10.47709/brilliance.v5i1.5936
Machine Learning-Based Clustering for Program Learning Outcomes in Higher Education: A Systematic Review

W. Wahyudin, Lala Septem Riza, E. Erlangga, Dwi Novia Al Husaeni

182-189
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DOI : https://doi.org/10.47709/brilliance.v5i1.5953
Internet Network QOS Analysis at Yala Kopitiam pamekasan Using Wireshak

Fauzan Prasetyo Eka Putra, Miftahus Surur, Mahendra, Goffal Arifin

190-200
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DOI : https://doi.org/10.47709/brilliance.v5i1.5940
Enhancing Early Childhood Green Awareness via Digital Platform: A Pangandaran Study

Ajeng Mayang, Yudi Barnadi, Ase Suryana, Neris Peri Ardiansyah

201-205
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DOI : https://doi.org/10.47709/brilliance.v5i1.5970
The Analysis of the Impact of AI Utilization in Creating Ghibli-Style Visual Effects on the Creative Industry Analisis Dampak Penggunaan Kecerdasan Buatan (AI) dalam Pembuatan Efek Visual Gaya Ghibli terhadap Industri Kreatif

M. Nazir Arifin, Moch. Amir Mahmud, Farras Maulana Haris, Moh. Hairul Ramadhan

206-210
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DOI : https://doi.org/10.47709/brilliance.v5i1.5993
Decision Support System for Potential Stock Selection Recommendations Using AHP and Profile Matching Methods

Ilham Sahputra, Veri Ilhadi, Angga Pratama, Syukriah, Tiara Minda Arifa

211-222
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DOI : https://doi.org/10.47709/brilliance.v5i1.5981
Trends and Best Practices in API-Based Web Development Using Laravel and React

Fauzan Prasetyo Eka Putra, Reynal Widya Efendi, Alief Badrit Tamam, Walid Agel Pramadi

223-233
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DOI : https://doi.org/10.47709/brilliance.v5i1.5971
Design Of Automatic Laptop Cooling System Using Ds18b20 Temperature Sensor Based On Arduino Nano

Oktrison, Erwinsyah Sipahutar, Rudi Arif Candra, Arie Budiansyah

234-241
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DOI : https://doi.org/10.47709/brilliance.v5i1.6073
Analysis Comparative of Performance Optimization Techniques for PHP Framework Testing: Laravel, CodeIgniter, Symfony Analisis Perbandingan Teknik Optimasi Performa Untuk Pengujian Framework PHP: Laravel, CodeIgniter, Symfony

Fauzan Prasetyo Eka Putra, Achmad Zulfikri, Abd Rohman, Royfal Alim

242-248
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DOI : https://doi.org/10.47709/brilliance.v5i1.5989
Analysis of Google Play Store User Sentiment Towards Application X Using the SVM Algorithm

Mohammad Nazir Arifin, Amir Hamzah, Moh. Abroril Huda, Nor Hasanah

249-258
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DOI : https://doi.org/10.47709/brilliance.v5i1.6024
The Effectiveness of Machine Learning Techniques in Anomaly Detection for Cyberattack Prevention: Systematic Literature Review 2020-2025

Arie Budiansyah, Zulfan, Nizamuddin , Rudi Arif Candra, Dirja Nur Ilham, Nazaruddin

259-271
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DOI : https://doi.org/10.47709/brilliance.v5i1.6124
Comparative Analysis of Laravel and Symfony in PHP-Based Web Application Developmen

Fauzan Prasetyo Eka Putra, Okky Firmansyah Kusuma, Moh. Mursidi, Amir Hamzah

272-280
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DOI : https://doi.org/10.47709/brilliance.v5i1.5892
Implementation And Evaluation Of Zerotier-Based Virtual Network For Device Connectivity

Fauzan Prasetyo Eka Putra, Revi Mario Ilhamsyah, Satrio Ananta Efendy, Abdulloh Rizki

281-290
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DOI : https://doi.org/10.47709/brilliance.v5i1.5966
Firewall Implementation as a Computer Network Security Strategy for Data Protection

Fauzan Prasetyo Eka Putra, Mohammat Dafid, Imam Syafi’i

291-297
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DOI : https://doi.org/10.47709/brilliance.v5i1.6162
Detection of DNS Spoofing Attacks on Campus Networks Using LightGBM with Hybrid Feature Selection (SelectKBest + SHAP)

Arie Budiansyah, Rudi Arif Candra, Dirja Nur Ilham, Alim Misbullah

298-304
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DOI : https://doi.org/10.47709/brilliance.v5i1.5962
Lobster Growth Monitoring with AI-Based Computer Vision Using SVM and Neural Network

Suhendri, Ari Purno Wahyu Wibowo

305-312
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DOI : https://doi.org/10.47709/brilliance.v5i1.6210
The Design of Baby Equipment Rental Website Using Laravel Framework at Rafana Rent Store

Sitti Nurhaliza, Isdayani B, Rahmat Siswanto

313-317
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DOI : https://doi.org/10.47709/brilliance.v5i1.6213
The Impact of Contextual and Emotional E-Wallet Personalization on MSME Satisfaction in Medan

Gracello Febry Christanto, Erwin Setiawan Panjaitan

318-324
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DOI : https://doi.org/10.47709/brilliance.v5i1.6256
Comparative Analysis of MobileNetV3-Large and Small for Corn Leaf Disease Classification

Wesley Maximilliano, Nur Rachmat

325-332
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DOI : https://doi.org/10.47709/brilliance.v5i1.6259
Analysis of Direct Scoring and Similarity-Based Scoring Approaches in Automatic Short Answer Scoring (ASAS)

Bayu Wicaksono, Rasim, Yaya Wihardi

333-342
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DOI : https://doi.org/10.47709/brilliance.v5i1.6275
Evaluating User Interfaces in E-Learning Satisfaction Using EUCS Method

Cindy Angrayni, Erwin Setiawan Panjaitan

343-354
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DOI : https://doi.org/10.47709/brilliance.v5i1.6302
Technical Performance Comparison of Modern Frontend Frameworks Study on Svelte, React, and Vue

Fauzan Prasetyo Eka Putra, Hasbullah, Farhan Muslim, Reni Paradina

355-364
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DOI : https://doi.org/10.47709/brilliance.v5i1.6133
Family Hope Program Recipient Determination System Using The Naive Bayes Method

Rahmat Irsyada, Nita Cahyani, M Rif’an Fawajul Mu’afa , Chepy Perdana , Erick Febriyanto

365-371
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DOI : https://doi.org/10.47709/brilliance.v5i1.6362
Sentiment Analysis to Detect Public Anxiety About the HMPV Virus On Social Media

Handryansyah Purba, Erwin Setiawan Panjaitan

372-383
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DOI : https://doi.org/10.47709/brilliance.v5i1.6329
Security Analysis And Data Recovery On Large-Scale Computer Networks

Fauzan Prasetyo Eka Putra, Syirofi, Durrahman Wahid, Abd. Mu’iz Syam

384-390
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DOI : https://doi.org/10.47709/brilliance.v5i1.6276
Website-Based Kakaomu Application Development

Arjuna Haedar, Andi Nurlinda Thamrin, Rahmat Siswanto

391-396
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DOI : https://doi.org/10.47709/brilliance.v5i1.6332
Design of Letter Management System at Kanna Utara Village Office Based on Website

Syahratul Annas, Isdayani B, Rahmat Siswanto

397-404
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DOI : https://doi.org/10.47709/brilliance.v5i1.6333
Design Of Web-Based E-Report Information System For Paud At-Taqwa Using Laravel Framework

Ahmad Altaf Hali, Umar Mansyuri, Rahadian Arief

405-417
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DOI : https://doi.org/10.47709/brilliance.v5i1.6346
Agile Scrum Integration In Designing Statistics Modules Hpp Reports In Applications (Ta Cashier)

Ansar, Isdayani. B, Rahmat Siswanto

418-424
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DOI : https://doi.org/10.47709/brilliance.v5i1.6378
Predicting the Number of Passengers on Electric Rail Trains (KRL) in Jabodetabek Using the ARIMA Method

Gama Wisnu Fajarianto, Jelang Fikri Ramadhani, Suleman Candra Kusuma, Mohammad Zarkasi

425-433
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DOI : https://doi.org/10.47709/brilliance.v5i1.6347
Effectiveness of Using ArchiCAD in Interactive 3D Visualization in Building Drawing Engineering Learning Media

Dinur Syahputra, Cut Lika Mestika Sandy, T. Sukma Achriadi Sukiman, Ericky Benna Perolihin Manurung, Reyhan Achmad Rizal

434-439
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DOI : https://doi.org/10.47709/brilliance.v5i1.6342
Performance Comparison of YOLOv10, YOLOv11, and YOLOv12 Models on Human Detection Datasets

Viky Hendriko, Dedy Hermanto

440-450
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DOI : https://doi.org/10.47709/brilliance.v5i1.6447
Web Based Used Motorcycle Sales Information System Design at Wipa Motor Using Laravel Framework

Kemal Haerul Abror, Umar Mansyuri, Rahadian Arief

451-460
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DOI : https://doi.org/10.47709/brilliance.v5i1.6452
Design of Website-Based SPP Payment System Using Payment Gateway Midtrans on PAUD At-Taqwa

Muhammad Fadel Hasan Maliki, Umar Mansyuri, Rahadian Arief

461-466
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DOI : https://doi.org/10.47709/brilliance.v5i1.6457
Design of Web-Based SPP Payment System with Payment Gateway at PAUD Nurul Ikhsan Ciruas Using Laravel Framework

Muhamad Fathin Rizkillah, Umar Mansyuri, Rahadian Arief

467-473
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DOI : https://doi.org/10.47709/brilliance.v5i1.6460
Implementation Of Word Embedding In Book Recommendations Based On Descriptions

Albertus Dwi Andhika Putra Darmansius, Hafiz Irsyad

474-480
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DOI : https://doi.org/10.47709/brilliance.v5i1.6456
Design of Web-Based Badminton Court Reservation System for Graha Pancasila Pandeglang Using Laravel Framework

Adi Winata, Umar Mansyuri, Rahadian Arief

481-492
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DOI : https://doi.org/10.47709/brilliance.v5i1.5886
System Information Sales At The Bayeprive Boutique In Serang City Are Web-Based Using The Laravel Framework

Iim Rohaimudin, Sigit Auliana, Gagah Dwiki Putra Aryono

493-499
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DOI : https://doi.org/10.47709/brilliance.v5i1.5872
Design of Reservation and Customer Management Information System at Polka Barbershop Using Laravel Framework

Muhammad Abrar Farid Almaarij, Umar Mansyuri, Rahadian Arief

500-509
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DOI : https://doi.org/10.47709/brilliance.v5i1.5914
Facial Expression Recognition of Students in Classroom Using Hybrid MobileNetV3-Vision Transformer with Token Downsampling

Mochamad Khaairi, Rasim, Yaya Wihardi

510-520
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DOI : https://doi.org/10.47709/brilliance.v5i1.6323
Imputing Data and Predicting Waste with Machine Learning in East Java

Rifa Khoirunisa, Ahmad Faisal Sani, Darmawan Lahru Riatma, Masbahah, Yusuf Fadlila Rachman

521-528
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DOI : https://doi.org/10.47709/brilliance.v5i1.6461
Performance Comparison of SelectKBest and Permutation Importance in Feature Selection for Diabetes Prediction

Nita Cahyani, Rahmat Irsyada

529-541
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DOI : https://doi.org/10.47709/brilliance.v5i1.6507
Deep Learning for Classifying Tenera and Dura Oil Palm Using ResNet-50

Anisah Dhiyaa Azzahra Putri, Tinaliah

542-550
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DOI : https://doi.org/10.47709/brilliance.v5i1.6562
Design of an Automatic Help Desk Response Module Using Natural Language Processing

Tri Mur Fridayanto, Ari Purno Wahyu Wibowo

551-558
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DOI : https://doi.org/10.47709/brilliance.v5i1.6575
Classification of Mango Varieties from Leaf Images Using ResNet-50 CNN Architecture

Neilsen Nicholas Komah, Dedy Hermanto

559-567
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DOI : https://doi.org/10.47709/brilliance.v5i1.6571
Sentiment Analysis of Mental Health Using Support Vector Machine (SVM) with FastAPI Implementation

Maulyanda Maulyanda, Sri Azizah Nazhifah

568-575
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DOI : https://doi.org/10.47709/brilliance.v5i1.6580
Challenges in the Implementation of Interactive Multimedia Using the Discovery Learning Model to Enhance Logical Thinking

Cindy Sri Meidina Adeliani, Wahyudin, Rani Megasari

576-581
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DOI : https://doi.org/10.47709/brilliance.v5i1.6583
Designing an Information System for Student Admissions at SMAN 1 Pademawu Using the Waterfall Method

Fauzan Prasetyo Eka Putra, Fadilatul Mu'minin, Alief Nuraini, Selviana Nur Rizqi Barokah, Khairurrozi

582-591
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DOI : https://doi.org/10.47709/brilliance.v5i1.6508
Creating a Tourist Destination Route Database as a Tourism Information Service in West Sumbawa Regency

Fahri Hamdani; Yuliadi, Halid Nuryadi, Siska Atmawan Oktavia, Herliana Rosika, Fadhli Dzil Ikram

592-601
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DOI : https://doi.org/10.47709/brilliance.v5i1.6558
Designing a Web-Based LMS at SMKN 4 Serang Using Express.js

Dody Naufal, Sigit Auliana, Gagah Dwiki Putra Aryono

602-612
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DOI : https://doi.org/10.47709/brilliance.v5i1.6132

Vol. 5 No. 1 (2025): Brilliance: Research of Artificial Intelligence, Article Research May 2025

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