Transparent and reliable construction cost prediction using advanced machine learning and explainable AI

Transparent and reliable construction cost prediction using advanced machine learning and explainable AI

Accurate construction cost prediction is vital for project management, influencing budgeting, resource allocation, and overall success. This study proposes a comprehensive framework that combines machine learning models, uncertainty quantification through Confidence Intervals, and explainable AI tec...

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Bibliographic Details
Main Authors: Lifei Chen, Changyong Xu, Wei Hong Lim, Abhishek Sharma, Sew Sun Tiang, Kim Soon Chong, El-Sayed M. El-kenawy, Amel Ali Alhussan, Marwa M. Eid, Doaa Sami Khafaga
Format: Article
Language:English
Published: Elsevier 2025-10-01
Series:Engineering Science and Technology, an International Journal
Subjects:
Construction cost prediction
Machine learning
Confidence intervals
Explainable AI
Ensemble methods
SHAP
Online Access:http://www.sciencedirect.com/science/article/pii/S2215098625002149
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http://www.sciencedirect.com/science/article/pii/S2215098625002149

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