Vol. 6 No. 2 (2026): July 2026

This issue has been available online since July 1, 2026, as part of the regular July 2026 edition. It features 10 original research articles authored and co-authored by 28 researchers from 12 affiliations (IPB University, Universiti Putra Malaysia, Universitas Nusa Mandiri, Universitas Mercu Buana, Cisco CCIE, York University, Universitas Merdeka Malang, Telkom University, Politeknik Negeri Bandung, UPN Veteran Jakarta, Universitas Bina Sarana Informatika, and Institut Teknologi Kalimantan) representing 4 countries (Indonesia, Malaysia, the United States, and Canada).

DOI: https://doi.org/10.31294/co-science.v6i2

Published: 2026-07-01

Articles

Enhancing FOMAML with Domain-Specific Residual Pretraining for Few-Shot Chili Disease Classification

Rizal Amegia Saputra⁽¹⁾ , Agus Buono⁽²⁾ , Karlisa Priandana⁽³⁾ , Samsuzana Abd Aziz⁽⁴⁾ , Muhamad Syukur⁽⁵⁾
IPB University, Indonesia ⁽¹⁾ ⁽²⁾ ⁽³⁾ , Universiti Putra Malaysia, Malaysia ⁽⁴⁾ , IPB University, Indonesia ⁽⁵⁾

94-103
- PDF 119 94
Cross-Project Defect Prediction on AEEEM Using SMOTE–Tomek and Ensemble learning

Fina Sifaul Nufus⁽¹⁾ , Yan Rianto⁽²⁾
Nusamandiri University, Indonesia ⁽¹⁾ ⁽²⁾

104-113
- PDF 76 43
Feature Comparison of RN-SMOTE and DBSCAN-SMOTE for Handling Imbalanced Data

Rias Akmal Sembiring⁽¹⁾ , Wawan Gunawan⁽²⁾
Mercu Buana University, Indonesia ⁽¹⁾ ⁽²⁾

114-123
- PDF 80 49
Collaborative Approaches to Enhancing Smart Vehicles Cybersecurity Through AI-Driven Threat Detection

Syed Atif Ali⁽¹⁾ , Salwa Din⁽²⁾
Cisco CCIE, United States ⁽¹⁾ , York University, Canada ⁽²⁾

124-133
- PDF 59 29
Performance of Distance Metrics in SMOTE for Binary Imbalanced Classification

Fandi Yulian Pamuji⁽¹⁾ , Luthfi Indana⁽²⁾ , Mohammad Dwi Irfan Affandi⁽³⁾
Universitas Merdeka Malang, Indonesia ⁽¹⁾ ⁽²⁾ ⁽³⁾

134-143
- PDF 47 33
Integrating LLM Intent-Aware Approach for Enhancing the Quality of Bundle Recommendations

Andy Maulana Yusuf⁽¹⁾ , Musrinah Musrinah⁽²⁾
Telkom University, Indonesia ⁽¹⁾ , Politeknik Negeri Bandung, Indonesia ⁽²⁾

144-153
- PDF 73 26
Integrating MLOps for Monitoring, Drift Detection, and Adaptive Retraining in Sensor Systems

Novia Heriyani⁽¹⁾ , Nita Merlina⁽²⁾
Nusamandiri University, Indonesia ⁽¹⁾ ⁽²⁾

154-163
- PDF 76 30
Comparative Analysis of Machine Learning Models for Burnout Prediction in Generation-Z

Anis Masruriyah⁽¹⁾ , Sanggi Bayu Ardika⁽²⁾ , Ade Hikma Tiana⁽³⁾ , Budi Arif Dermawan⁽⁴⁾
Universitas Pembangunan Nasional Veteran Jakarta, Indonesia ⁽¹⁾ ⁽²⁾ ⁽³⁾ ⁽⁴⁾

164-173
- PDF 40 15
Enhancing IPPEKas Digital Transformation for Effective Circular Economy Management

Lis Saumi Ramdhani⁽¹⁾ , Yusti Farlina⁽²⁾ , Andi Riyanto⁽³⁾ , Mochamad Wahyudi⁽⁴⁾ , Lise Pujiastuti⁽⁵⁾ , Rizal Amegia Saputra⁽⁶⁾
Universitas Bina Sarana Informatika, Indonesia ⁽¹⁾ ⁽²⁾ ⁽³⁾ ⁽⁴⁾ , STMIK Antar Bangsa, Indonesia ⁽⁵⁾ , Universitas Bina Sarana Informatika, Indonesia ⁽⁶⁾

174-183
- PDF 36 20
Adventure Game Development for Environmental Conservation Using Game Development Life Cycle

Nisa Rizqiya Fadhliana⁽¹⁾ , Naufal Andrian⁽²⁾ , Diva Rajestiadi⁽³⁾ , M. Bintang Kurninawan⁽⁴⁾
Institut Teknologi Kalimantan, Indonesia ⁽¹⁾ ⁽²⁾ ⁽³⁾ ⁽⁴⁾

184-193
- PDF 30 17