Vol 18, No 1 (2026)

DOI: https://doi.org/10.33096/ilkom.v18i1

The authors come from Japan, Malaysia and Indonesia

Table of Contents

Artikel

Optimization of Text Emotion Classification through the Combination of ITC Smoothed and Linear Models

author Melki Garonga(1*); Mc Rore Rangga Punne(2); Irene Devi Damayanti(3)

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

doi 10.33096/ilkom.v18i1.2954.1-16 graph Abstract view: 241 times
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1-16
Smart Journal Finder: A Web-Based Scientific Article Categorization Using Jaccard Similarity

author Rodiah Rodiah(1*)

(1) Universitas Gunadarma
(*) Corresponding Author

doi 10.33096/ilkom.v18i1.2814.17-29 graph Abstract view: 163 times
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17-29
A Hybrid BERT–RAG Model for Developing Knowledge-Validated Conversational Systems

author Desi Anggreani(1*); Ismawati Ismawati(2); A. Inayah Auliyah(3); Lukman Lukman(4); Aedah Abd Rahman(5); Nurmisba Nurmisba(6); Muh Ilham Akbar(7)

(1) Universitas Muhammadiyah Makassar
(2) Universitas Muhammadiyah Makassar
(3) Institut Teknologi Bacharuddin Jusuf Habibie
(4) Universitas Muhammadiyah Makassar
(5) Asia E University
(6) Universitas Muhammadiyah Makassar
(7) Universitas Muhammadiyah Makassar
(*) Corresponding Author

doi 10.33096/ilkom.v18i1.3126.30-42 graph Abstract view: 200 times
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30-42
Isolation Forest-Based Anomaly Detection in IoT Smart Home Network Traffic

author Ahmad Luthfi(1*); Emigawaty Emigawaty(2)

(1) Universitas Islam Indonesia
(2) Universitas Amikom Yogyakarta
(*) Corresponding Author

doi 10.33096/ilkom.v18i1.3156.43-57 graph Abstract view: 222 times
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43-57
Enhancing Crack Detection on Levees with Synthetic Data Augmentation via ACGAN and Attention-Boosted Faster R-CNN

author Saludin Saludin(1*); Wiwit Priyadi(2); Gita Puspa Artiani(3); Risanto Darmawan(4); Ali Khumaidi(5)

(1) Universitas Bina Insani
(2) Universitas Bina Insani
(3) Universitas Krisnadwipayana
(4) Universitas Krisnadwipayana
(5) Universitas Bina Insani
(*) Corresponding Author

doi 10.33096/ilkom.v18i1.3206.58-68 graph Abstract view: 178 times
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58-68
Blockchain-Based Diploma Authentication System: A Design Science Approach Using Smart Contracts and Ganache

author Haryati Haryati(1*); Dwi Vernanda(2)

(1) Politeknik Negeri Subang
(2) Politeknik Negeri Subang
(*) Corresponding Author

doi 10.33096/ilkom.v18i1.3224.69-84 graph Abstract view: 181 times
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69-84
Comparative Performance Analysis of Modified VGG16 and Slim-CNN for Arabica Coffee Bean Defect Classification

author Yusriel Ardian(1*); I Nyoman gede Arya Astawa(2); Novta Danyel Irawan(3); I Putu Bagus Arya Pradnyana(4); Agung Sulistyo(5)

(1) Politeknik Unisma Malang
(2) Politeknik Negeri Bali
(3) Politeknik Unisma Malang
(4) Politeknik Negeri Bali
(5) Politeknik Unisma Malang
(*) Corresponding Author

doi 10.33096/ilkom.v18i1.3244.85-96 graph Abstract view: 146 times
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85-96
Evaluating the Effectiveness of TBaWI for Imputation of Missing Rainfall Data

author Lukman Syafie(1*); Narendra Awangga(2); Yulita Salim(3)

(1) Universitas Muslim Indonesia
(2) Universitas Muslim Indonesia
(3) Universitas Muslim Indonesia
(*) Corresponding Author

doi 10.33096/ilkom.v18i1.3273.97-108 graph Abstract view: 295 times
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97-108
An Exploration of the Work Performance of Educators in Transformative Schools: Leveraging Machine Learning for Performance Insights

author Rakhmad Maulidi(1); Jozua Ferjanus Palandi(2); Bagus Kristomoyo Kristanto(3); Laila Isyriyah(4); Rizky Rahmatullah(5); Puput Dani Prasetyo Adi(6*); Akio Kitagawa(7)

(1) Universitas Telkom
(2) Universitas Bhinneka Nusantara
(3) Universitas Bhinneka Nusantara
(4) Universitas Bhinneka Nusantara
(5) Kanazawa University
(6) Badan Riset dan Inovasi Nasional
(7) Kanazawa University
(*) Corresponding Author

doi 10.33096/ilkom.v18i1.2358.109-125 graph Abstract view: 217 times
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109-125
Development of an Intelligent Catch the Stick System for Measuring Human Motor Coordination and Reaction Speed

author Nanda Tommy Wirawan(1*); Risa Nadia Ernes(2)

(1) Universitas Putra Indonesia "YPTK"
(2) Universitas Putra Indonesia "YPTK"
(*) Corresponding Author

doi 10.33096/ilkom.v18i1.2887.126-137 graph Abstract view: 131 times
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126-137
Automated Hyperparameter Optimization of Lightweight YOLO11s for Efficient Road Crack Detection

author Ida Ayu Ari Angreni(1*); Diyanti Diyanti(2); Vega Valentine(3)

(1) Gunadarma University
(2) Gunadarma University
(3) Gunadarma University
(*) Corresponding Author

doi 10.33096/ilkom.v18i1.2894.138-150 graph Abstract view: 165 times
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138-150
Optimization-Based Geospatial Clustering Using Fuzzy Geographically Weighted Clustering and Flower Pollination Algorithm for Stunting Risk Mapping

author Ngatimin Ngatimin(1*); Deden Istiawan(2); Windyaning Ustyannie(3); Rahmat Riansyah(4); Ameliatus Sholicah(5)

(1) Institut Teknologi Statistika dan Bisnis Muhammadiyah Semarang
(2) Institut Teknologi Statistika dan Bisnis Muhammadiyah Semarang
(3) Universitas Akprind Indonesia
(4) Institut Teknologi Statistika dan Bisnis Muhammadiyah Semarang
(5) Institut Teknologi Statistika dan Bisnis Muhammadiyah Semarang
(*) Corresponding Author

doi 10.33096/ilkom.v18i1.3130.151-164 graph Abstract view: 128 times
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151-164
A Hybrid Deep Learning–Machine Learning Approach for the Identification of Active Compounds in Blumea balsamifera (Sembung Leaves)

author Kusnaeni Kusnaeni(1*); Prihatin Prihatin(2); Rahmatullah Rahmatullah(3); Mega Sartika Hafid(4); Muhammad Rifki Nisardi(5); Nurmalasari Nurmalasari(6); Afif Budi Andy B(7)

(1) Institut Teknologi Bacharuddin Jusuf Habibie
(2) Institut Teknologi Bacharuddin Jusuf Habibie
(3) Pemerintah Kabupaten Mamuju
(4) Institut Teknologi Bacharuddin Jusuf Habibie
(5) Institut Teknologi Bacharuddin Jusuf Habibie
(6) Institut Teknologi Bacharuddin Jusuf Habibie
(7) Universitas Sulawesi Barat
(*) Corresponding Author

doi 10.33096/ilkom.v18i1.3195.165-179 graph Abstract view: 143 times
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165-179
SMOTE-Based Comparative Analysis of Machine Learning Models for Stroke Risk Prediction Using Imbalanced Healthcare Data

author Ratu Mutiara Siregar(1); Budy Satria(2*); Sandi Fadilah(3); Liga Mayola(4); Silky Safira(5)

(1) Institut Teknologi Sawit Indonesia
(2) Universitas Andalas
(3) Universiti Muhammadiyah Malaysia
(4) Universitas Putra Indonesia YPTK
(5) Universitas Putra Indonesia YPTK
(*) Corresponding Author

doi 10.33096/ilkom.v18i1.3161.180-194 graph Abstract view: 253 times
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180-194
Enhancing Eye Disease Classification Accuracy Using Convolutional Neural Networks with Transfer Learning

author Nazlina Izmi Addyna(1*); Rahmat Widia Sembiring(2); Agus Perdana Windarto(3)

(1) STIKOM Tunas Bangsa
(2) Politeknik Negeri Medan
(3) STIKOM Tunas Bangsa
(*) Corresponding Author

doi 10.33096/ilkom.v18i1.2886.195-206 graph Abstract view: 174 times
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195-206