Wonsun Shin

DcDM: A Pre-training Data Evaluation Framework for Proactive Drift Prevention in Machine Learning

2026 · International Journal of Advanced Computer Science and Applications

The performance of machine learning (ML) systems often deteriorates over time owing to data drift, which is typically caused by changes in data quality or distribution. Such degradation in deployment environments can result in inaccurate …