Vol. 8 No. 1 (2026)

Articles

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  Performance Analysis of Random Forest Algorithm with Smote for Multi-Class Attack Detection

  👥 Ratna Komalasari⁽¹⁾★, Mukhlis Prasetyo Aji⁽²⁾, Agung Purwo Wicaksono⁽³⁾, Maulida Ayu Fitriani⁽⁴⁾

  (1) Universitas Muhammadiyah Purwokerto
  (2) Universitas Muhammadiyah Purwokerto
  (3) Universitas Muhammadiyah Purwokerto
  (4) Universitas Muhammadiyah Purwokerto

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  📈 Abstract : 315    📥 PDF : 110

  DOI 10.12928/mf.v8i1.14584 📄 1-12
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  Enhancing Early Diabetes Detection Using Tree-Based Machine Learning Algorithms with SMOTEENN Balancing

  👥 Syahrani Lonang⁽¹⁾★, Ahmad Fatoni Dwi Putra⁽²⁾, Asno Azzawagama Firdaus⁽³⁾, Fahmi Syuhada⁽⁴⁾, Yuan Sa'adati⁽⁵⁾

  (1) Department of Information Technology, Faculty of Science and Technology, Universitas Qamarul Huda Badaruddin Bagu, Central Lombok, Indonesia
  (2) Department of Computer Science, Universitas Qamarul Huda Badaruddin Bagu, Central Lombok, Indonesia
  (3) Department of Computer Science, Universitas Qamarul Huda Badaruddin Bagu, Central Lombok, Indonesia
  (4) Department of Computer Science, Universitas Qamarul Huda Badaruddin Bagu, Central Lombok, Indonesia
  (5) Department of Computer Science, Universitas Qamarul Huda Badaruddin Bagu, Central Lombok, Indonesia

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  📈 Abstract : 207    📥 PDF : 145

  DOI 10.12928/mf.v8i1.14495 📄 13-25
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  Enhancing Offline Shopping Experiences With Real-Time Mobile Apps, Specifically in Batam City

  👥 Herman ⁽¹⁾, Hernando ⁽²⁾★, Fredian Simanjuntak ⁽³⁾

  (1) Universitas Internasional Batam
  (2) Universitas Internasional Batam
  (3) Universitas Internasional Batam

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  📈 Abstract : 171    📥 PDF : 99

  DOI 10.12928/mf.v8i1.14748 📄 26-38
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  Design and Expert Validation of AI-Supported Collaborative Digital Learning Model for Introductory Multimedia Course SPADA Indonesia

  👥 Muh. Al Amin ⁽¹⁾★, Ahmad Fatoni Dwi Putra ⁽²⁾

  (1) Institut Teknologi dan Bisnis Bina Adinata, Sulawesi Selatan, Indonesia
  (2) Universitas Qamarul Huda Badaruddin, Nusa Tenggara Barat, Indonesia

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  📈 Abstract : 134    📥 PDF : 148

  DOI 10.12928/mf.v8i1.15407 📄 39-49
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  Forensics of Low-Quality Facial Images from CCTV Using The Generative Adversarial Network (GAN) Method

  👥 Muhammad Adil Kustian⁽¹⁾★, Ahmad Luthfi ⁽²⁾

  (1) Master’s program in Informatics, Universitas Islam Indonesia, Yogyakarta, Indonesia
  (2) Master’s program in Informatics, Universitas Islam Indonesia, Yogyakarta, Indonesia

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  📈 Abstract : 101    📥 PDF : 96

  DOI 10.12928/mf.v8i1.14805 📄 50-64
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  Resource-Efficient Optimization for Multi-Class Hematological Diagnosis: A Hybrid BPSO-Extra Trees Approach with Data Imbalance Handling

  👥 Dimas Chaerul Ekty Saputra⁽¹⁾★, Zahid Abdullah Nur Mukhlishin⁽²⁾, Affifah Mutiara Pertiwi⁽³⁾, Mochammad Zulfikar Alfany⁽⁴⁾, Irianna Futri⁽⁵⁾, Raksmey Phann⁽⁶⁾

  (1) Telkom University
  (2) Telkom University
  (3) Telkom University
  (4) Telkom University
  (5) Ratchathani University
  (6) Seoul National University of Science and Technology

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  📈 Abstract : 9    📥 PDF : 3

  DOI 10.12928/mf.v8i1.15703 📄 65-88