Benchmarks as a tool for free allocation through comparison with similar projects: Focused on multi-family housing complex

Results showed that the prediction performance of the advanced CBR model was superior (prediction accuracy; standard deviation) in all classifications: concrete (93.45%; 6.01), steel bar (94.20%; 4.34), and formwork (94.28%; 4.67). In the case study, a total of 60 possible combinations were evaluated in terms of the economic and environmental impact simultaneously with the retrieved cases. The results of this study could be expanded into other areas including new renewable energy, rehabilitation projects, and demolition projects.