Mamunul Karim

Frequency-aware multi-tier machine learning framework for item-level highway construction cost estimation: an improvement on uniform models

Accurate pre-bid cost estimation remains a persistent challenge for state highway agencies, where conventional machine learning approaches apply a single model uniformly across all bid items regardless of their historical data support. This study introduces a three-tier machine l...