Vol. 2026 No. 2: Journal of Data Sciences

Articles

• Human-in-the-Loop Data Science: Enhancing Model Performance Through Interactive Learning Mechanisms

  Isnawijayani ., Elmar B. Noche, Yamini Sood, Dinesh Kumar

  183 - 199

  • 2026_0205

• Multi-Objective Optimization in Machine Learning for Balancing Accuracy, Fairness and Efficiency

  Timur Dali Purwanto, Marwan Alshar'e, Anjali Bhardwaj, Jyoti Mohur

  152 - 167

  • 2026_0203

• Robust Evaluation Metrics for Assessing Machine Learning Performance Beyond Accuracy

  Ade Putra, Elmar B. Noche, Diksha Gabhane, Abhay Yeole

  272 - 291

  • 2026_0210

• Uncertainty-Aware Machine Learning for Reliable Decision-Making in Data-Driven Systems

  Evi Yulianingsih, Elmar B. Noche, Veerendra Yadav, Deepika Sharma

  112 - 131

  • 2026_0201

• Continual Learning Frameworks for Long-Term Knowledge Retention in Evolving Data Streams

  Fatmasari ., Marwan Alshar'e, Chaitanya Shrikant Kulkarni, Monali Gulhane

  236 - 255

  • 2026_0208

• Evaluating Data-Centric Optimization Strategies for Improving Machine Learning Generalization

  Nia Oktaviani, Elmar B. Noche, Sonal Mohanrao Patil, Yashomati R. Dhumal

  200 - 217

  • 2026_0212

• Learning Under Extreme Class Imbalance: A Comparative Study of Algorithmic and Data-Level Solutions

  Tamsir Ariyadi, Elmar B. Noche, Nisha Pandey, Vivek Kumar Sinha

  168 - 182

  • 2026_0204

• Scalable AutoML Frameworks for End-to-End Optimization of Data Science Workflows

  Devi Udariansyah, Marwan Alshar'e, Puneet Kumar Yadav, Arjit Tomar

  132 - 151

  • 2026_0202

• Causal Machine Learning for Discovering Actionable Insights in Observational Data

  Maria Ulfa, Marwan Alshar'e, Dharmesh Dhabliya, Vimal Bibhu

  255 - 271

  • 2026_0209

• Cross-Modal Representation Learning for Integrating Heterogeneous Data in AI Systems

  Irwansyah Ibrahim, Marwan Alshar'e, Imam Sanjaya, Gagan Tiwari

  218 - 235

  • 2026_0207