Vol 18, No 2 (2026)

DOI: https://doi.org/10.33096/ilkom.v18i2

The authors come from  United States United States, Japan Japan, Republic of Poland Republic of Poland, Malaysia Malaysia, and Indonesia Indonesia

Table of Contents

Artikel

An Optimized YOLOv7-Based Object Detection Framework Leveraging Low-Light Image Enhancement to Improve Accuracy

author Rasim Rasim(1*); Farhan Nurzaman(2); Yaya Wihardi(3); Herbert Siregar(4); Samialloi Nusratullo(5)

(1) Universitas Pendidikan Indonesia
(2) Universitas Pendidikan Indonesia
(3) Universitas Pendidikan Indonesia, Jalan Dr. Setiabudhi No. 229, Sukasari, Bandung 40154, Indonesia
(4) Universitas Pendidikan Indonesia
(5) Borough of Manhattan Community College
(*) Corresponding Author

doi 10.33096/ilkom.v18i2.3102.207-220 graph Abstract view: 303 times
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207-220
Ensemble Association Analysis on Kalla Toyota’s Employee Data Using Apriori, FP-Growth, and ECLAT

author Ahmad Zaky(1*); Lilis Nur Hayati(2); Herdianti Darwis(3); Roesman Ridwan Raja(4)

(1) Universitas Muslim Indonesia
(2) Universitas Muslim Indonesia
(3) Universitas Muslim Indonesia
(4) Kyushu Institute of Technology
(*) Corresponding Author

doi 10.33096/ilkom.v18i2.2550.221-236 graph Abstract view: 196 times
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221-236
Design and Quantitative Evaluation of a Keycloak-Based Single Sign-On Architecture for Integrated Institutional Information Systems

author Nurhadi Nurhadi(1*); Mustazzihim Suhaidi(2); Muhammad Athariq(3)

(1) Institut Teknologi dan Bisnis Riau Pesisir
(2) Institut Teknologi dan Bisnis Riau Pesisir
(3) Institut Teknologi dan Bisnis Riau Pesisir
(*) Corresponding Author

doi 10.33096/ilkom.v18i2.3368.237-254 graph Abstract view: 254 times
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237-254
Feature Importance–Driven Multimodal Learning for Medical Diagnosis Classification Using Clinical and Symptom Text Data

author Indra Waspada(1*); Satriawan Rasyid Purnama(2); Alfonso Clement Sutantio(3); Alwey Hakim(4)

(1) Universitas Diponegoro
(2) Universitas Diponegoro
(3) Universitas Diponegoro
(4) Universitas Diponegoro
(*) Corresponding Author

doi 10.33096/ilkom.v18i2.3289.255-267 graph Abstract view: 234 times
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255-267
Phishing Email Detection Using SVM with RBF Kernel Based on Manhattan Distance

author Asrianda Asrianda(1*); Sujacka Retno(2); Beno Jange(3); Mansur Mansur(4)

(1) Universitas Malikussaleh
(2) Universitas Malikussaleh
(3) STMIK Dharmapala Riau
(4) Politeknik Negeri Bengkalis
(*) Corresponding Author

doi 10.33096/ilkom.v18i2.2806.268-280 graph Abstract view: 192 times
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268-280
Forensic Analysis for Detecting Deep-Fake Images Using A Convolutional Neural Network (CNN) and The National Institute of Standards and Technology (NIST) Methods

author Muhammad Na'im Al Jum'ah(1*); Hamid Wijaya(2); Muh. Hajar Akbar(3); Suwito Pomalingo(4)

(1) Universitas Sembilanbelas November Kolaka
(2) Universitas Sembilanbelas November Kolaka
(3) Universitas Sembilanbelas November Kolaka
(4) Universitas Muslim Indonesia Makassar
(*) Corresponding Author

doi 10.33096/ilkom.v18i2.3178.281-291 graph Abstract view: 308 times
281-291
A TOPSIS-Based Decision Support System for Thesis Title Recommendation: Design, Implementation, and Experimental Evaluation

author Firdaus Firdaus(1*); Ritna Wahyuni(2)

(1) Universitas Putra Indonesia YPTK Padang
(2) Institut Teknologi Sawit Indonesia
(*) Corresponding Author

doi 10.33096/ilkom.v18i2.2876.292-301 graph Abstract view: 199 times
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292-301
Lightweight Deep Learning Models for Lung Disease Classification Using Chest X-ray Images

author Abdullah Sholum(1*); Aji Prasetya Wibawa(2); Ardhana Putra Agustavada(3); Dafa Fadhilah Hilmi(4); Felix Andika Dwiyanto(5)

(1) Universitas Negeri Malang
(2) Universitas Negeri Malang
(3) Universitas Negeri Malang
(4) Universitas Negeri Malang
(5) AGH University of Krak´ow
(*) Corresponding Author

doi 10.33096/ilkom.v18i2.3351.302-319 graph Abstract view: 235 times
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302-319
Optimization of Intelligent Traffic Control Based on iot and Reinforcement Learning for Congestion Reduction in Smart Cities

author Tri Aristi Saputri(1*); Budi Sutomo(2); Dimas Akbar Maulana(3); Hendika Purnomo(4)

(1) Universitas Dharma Wacana
(2) Universitas Dharma Wacana
(3) Universitas Dharma Wacana
(4) Universitas Dharma Wacana
(*) Corresponding Author

doi 10.33096/ilkom.v18i2.3260.320-332 graph Abstract view: 285 times
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320-332
IoT-Based Household Energy Monitoring with Preliminary Large Language Model-Assisted Recommendations

author Atikah Tri Budi Utami(1*); Hamdan Gani(2); Annisa Dwi Damayanti(3)

(1) Politeknik ATI Makassar
(2) Politeknik ATI Makassar
(3) Universitas Hasanuddin
(*) Corresponding Author

doi 10.33096/ilkom.v18i2.3233.333-350 graph Abstract view: 225 times
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333-350
Improved Coffee Beans Detection Using Contrast Limited Adaptive Histogram Equalization and Unsharp Masking

author Srivan Palelleng(1*); Nugra Tasik Allo(2); Juprianus Rusman(3)

(1) Universitas Kristen Indonesia Toraja
(2) Universitas Kristen Indonesia Toraja
(3) Universitas Kristen Indonesia Toraja
(*) Corresponding Author

doi 10.33096/ilkom.v18i2.3120.351-362 graph Abstract view: 197 times
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351-362
Comparative Analysis of Social Media Usage Duration Among Vocational High School Students Using A Data Analytics Approach

author Wakhid Yunendar(1*); Anas Anas(2); Ryo Hartawan Sasolo(3)

(1) Institut Teknologi Bacharuddin Jusuf Habibie
(2) Institut Teknologi Bacharuddin Jusuf Habibie
(3) Institut Teknologi Bacharuddin Jusuf Habibie
(*) Corresponding Author

doi 10.33096/ilkom.v18i2.3122.363-377 graph Abstract view: 196 times
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363-377
Optimization of CNN Architectures through Fine-tuning for SIBI Classification

author Nur Hilmi Insan Muhammad(1*); Abdul Syukur(2); Pujiono Pujiono(3)

(1) Universitas Dian Nuswantoro
(2) Universitas Dian Nuswantoro
(3) Universitas Dian Nuswantoro
(*) Corresponding Author

doi 10.33096/ilkom.v18i2.2830.378-392 graph Abstract view: 158 times
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378-392
Comparative Analysis of Naïve Bayes Variants for Best-Seller Status Determination in the Air Conditioning Industry

author Sasa Ani Arnomo(1*); Zada Alzena(2); Heri Nuryanto(3); Siti Fairuz Nurr Sadikan(4)

(1) Institut Teknologi Batam
(2) Institut Teknologi Batam
(3) Politeknik Pariwisata Batam
(4) Universiti Teknologi MARA
(*) Corresponding Author

doi 10.33096/ilkom.v18i2.3509.393-403 graph Abstract view: 186 times
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393-403
Analysis of a Hybrid DNN–BiLSTM Framework for Longitudinal Prediction of Lung Disease Recurrence Using Clinical Data

author Olha Musa(1*); Zainudin Sidik(2); Ifriandi Labolo(3); Muliati Badaruddin(4); Abdul Malik I. Buna(5)

(1) Universitas Ichsan Gorontalo Utara
(2) Universitas Negeri Gorontalo
(3) Universitas Ichsan Gorontalo Utara
(4) Universitas Ichsan Gorontalo Utara
(5) Universitas Ichsan Gorontalo Utara
(*) Corresponding Author

doi 10.33096/ilkom.v18i2.3222.404-419 graph Abstract view: 231 times
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404-419
Optimization of Naive Bayes Algorithm Using Genetic Algorithm for Heart Failure Prediction

author Teguh Cahyono(1*); Yogiek Indra Kurniawan(2); Bangun Wijayanto(3)

(1) Universitas Jenderal Soedirman
(2) Universitas Jenderal Soedirman
(3) Universitas Jenderal Soedirman
(*) Corresponding Author

doi 10.33096/ilkom.v18i2.3559.420-429 graph Abstract view: 156 times
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420-429