Predictive analytics for early-stage construction costs estimation

SL Castro Miranda, E Del Rey Castillo, V Gonzalez… - Buildings, 2022 - mdpi.com
Low accuracy in the estimation of construction costs at early stages of projects has driven
the research on alternative costing methods that take advantage of computing advances …

The application of case-based reasoning in construction management research: An overview

X Hu, B Xia, M Skitmore, Q Chen - Automation in Construction, 2016 - Elsevier
Case-based reasoning (CBR) has been widely adopted in construction management (CM)
research due to the similar mind-sets of CBR and CM problem solving. However, to date …

Cost prediction of building projects using the novel hybrid RA-ANN model

Y Wang, J Zuo, M Pan, B Tu, RD Chang… - Engineering …, 2024 - emerald.com
Purpose Accurate and timely cost prediction is critical to the success of construction projects
which is still facing challenges especially at the early stage. In the context of rapid …

Cost estimation model using modified parameters for construction projects

SH Ji, J Ahn, HS Lee, K Han - Advances in Civil Engineering, 2019 - Wiley Online Library
Construction projects require huge amounts of capital and have many risk factors due to the
unique industry characteristics. For a project to be successful, accurate cost estimation …

Conceptual cost estimation model for engineering services in public construction projects

KH Hyari, A Al-Daraiseh… - Journal of Management in …, 2016 - ascelibrary.org
Cost estimation for public projects includes, but is not limited to, construction costs and
engineering services costs. The available cost estimation models for these projects focus on …

Predicting the cost outcome of construction quality problems using case-based reasoning (CBR)

NB Doğan, BU Ayhan, G Kazar, M Saygili, YE Ayözen… - Buildings, 2022 - mdpi.com
Quality problems are crucial in construction projects since poor quality might lead to delays,
low productivity, and cost overruns. In case preventive actions are absent, a lack of quality …

Combining case-based reasoning with genetic algorithm optimization for preliminary cost estimation in construction industry

S Kim, JH Shim - Canadian Journal of Civil Engineering, 2014 - cdnsciencepub.com
In this paper, we propose a hybrid case-based reasoning (CBR) system for predicting the
construction cost of high-rise buildings at the preliminary design stage. First, the extracted …

Improving robustness of case-based reasoning for early-stage construction cost estimation

X Xiao, M Skitmore, W Yao, Y Ali - Automation in Construction, 2023 - Elsevier
In the long-term use of the Case-based reasoning (CBR) model for early-stage construction
cost estimation, a typical issue is the unstable knowledge structure when the actual data …

Improved similarity measure in case-based reasoning: A case study of construction cost estimation

WG Hyung, S Kim, JK Jo - Engineering, Construction and …, 2020 - emerald.com
Purpose Applied a hybrid approach using genetic algorithms (GAs) for a case-based
retrieval process in order to increase the overall improved cost accuracy for a case-based …

Bootstrap Aggregated Case-Based Reasoning Method for Conceptual Cost Estimation

F Uysal, R Sonmez - Buildings, 2023 - mdpi.com
Conceptual cost estimation is an important step in project feasibility decisions when there is
not enough information on detailed design and project requirements. Methods that enable …