Machine learning-aided engineering services' cost overruns prediction in high-rise residential building projects: Application of random forest regression
出版年份 2022 全文链接
标题
Machine learning-aided engineering services' cost overruns prediction in high-rise residential building projects: Application of random forest regression
作者
关键词
Engineering services, Cost overrun, High-rise residential buildings, Machine learning, Random forest regression
出版物
Journal of Building Engineering
Volume 50, Issue -, Pages 104102
出版商
Elsevier BV
发表日期
2022-02-04
DOI
10.1016/j.jobe.2022.104102
参考文献
相关参考文献
注意：仅列出部分参考文献，下载原文获取全部文献信息。- Application of machine learning in predicting construction project profit in Ghana using Support Vector Regression Algorithm (SVRA)
- (2021) Emmanuel Adinyira et al. Engineering Construction and Architectural Management
- Machine learning-aided cost prediction and optimization in construction operations
- (2021) Virok Sharma et al. Engineering Construction and Architectural Management
- Enhancing users involvement in architectural design using mobile augmented reality
- (2021) Bassam Shouman et al. Engineering Construction and Architectural Management
- A field survey of hand–arm vibration exposure in the UK utilities sector
- (2020) David John Edwards et al. Engineering Construction and Architectural Management
- Predicting project cost overrun levels in bidding stage using ensemble learning
- (2020) Hyosoo Moon et al. Journal of Asian Architecture and Building Engineering
- How Does Experience with Delay Shape Managers’ Making-Do Decision: Random Forest Approach
- (2020) YuXiang Zhang et al. JOURNAL OF MANAGEMENT IN ENGINEERING
- BIM for Improved Project Communication Networks: Empirical Evidence from Email Logs
- (2020) Jing Du et al. JOURNAL OF COMPUTING IN CIVIL ENGINEERING
- Data-Driven Machine Learning Approach to Integrate Field Submittals in Project Scheduling
- (2020) Mohamad Awada et al. JOURNAL OF MANAGEMENT IN ENGINEERING
- OpenBIM-Tango integrated virtual showroom for offsite manufactured production of self-build housing
- (2019) Farzad Pour Rahimian et al. AUTOMATION IN CONSTRUCTION
- Big Data Analytics System for Costing Power Transmission Projects
- (2019) Juan Manuel Davila Delgado et al. JOURNAL OF CONSTRUCTION ENGINEERING AND MANAGEMENT
- Origins and probabilities of MEP and structural design clashes within a federated BIM model
- (2018) E.A. Pärn et al. AUTOMATION IN CONSTRUCTION
- Comparing the Random Forest with the Generalized Additive Model to Evaluate the Impacts of Outdoor Ambient Environmental Factors on Scaffolding Construction Productivity
- (2018) Xin Liu et al. JOURNAL OF CONSTRUCTION ENGINEERING AND MANAGEMENT
- Measurement and Dependence Analysis of Cost Overruns in Megatransport Infrastructure Projects: Case Study in Hong Kong
- (2018) Tengfei Huo et al. JOURNAL OF CONSTRUCTION ENGINEERING AND MANAGEMENT
- Exploring the underlying factors inducing design changes during building production
- (2018) Jeffrey Boon Hui Yap et al. PRODUCTION PLANNING & CONTROL
- Comparing the Random Forest with the Generalized Additive Model to Evaluate the Impacts of Outdoor Ambient Environmental Factors on Scaffolding Construction Productivity
- (2018) Xin Liu et al. JOURNAL OF CONSTRUCTION ENGINEERING AND MANAGEMENT
- Measurement and Dependence Analysis of Cost Overruns in Megatransport Infrastructure Projects: Case Study in Hong Kong
- (2018) Tengfei Huo et al. JOURNAL OF CONSTRUCTION ENGINEERING AND MANAGEMENT
- Novel Machine-Learning Model for Estimating Construction Costs Considering Economic Variables and Indexes
- (2018) Mohammad Hossein Rafiei et al. JOURNAL OF CONSTRUCTION ENGINEERING AND MANAGEMENT
- Model of Predicting Cost Overrun in Construction Projects
- (2018) Edyta Plebankiewicz Sustainability
- Evacuation Zone Modeling under Climate Change: A Data-Driven Method
- (2017) Kun Xie et al. Journal of Infrastructure Systems
- Development of a Project Scope Definition and Assessment Tool for Small Industrial Construction Projects
- (2017) Wesley Collins et al. JOURNAL OF MANAGEMENT IN ENGINEERING
- Feasibility of Random-Forest Approach for Prediction of Ground Settlements Induced by the Construction of a Shield-Driven Tunnel
- (2017) Jian Zhou et al. International Journal of Geomechanics
- A Condition-Based Deterioration Model for the Stochastic Dependency of Corrosion Rate and Crack Propagation in Corroded Concrete Structures
- (2016) Boutros El Hajj et al. COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING
- Investigating the Impact of Project Definition Clarity on Project Performance: Structural Equation Modeling Study
- (2016) Bo Xia et al. JOURNAL OF MANAGEMENT IN ENGINEERING
- Conceptual Cost Estimation Model for Engineering Services in Public Construction Projects
- (2016) Khaled Hesham Hyari et al. JOURNAL OF MANAGEMENT IN ENGINEERING
- Stochastic Tension-Stiffening Approach for the Solution of Serviceability Problems in Reinforced Concrete: Constitutive Modeling
- (2015) Viktor Gribniak et al. COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING
- Identifying and assessing critical risk factors for BIM projects: Empirical study
- (2014) Kuo-Feng Chien et al. AUTOMATION IN CONSTRUCTION
- Identifying construction supervisor competencies for effective site safety
- (2014) Dylan Hardison et al. SAFETY SCIENCE
- A low-cost INS/GPS integration methodology based on random forest regression
- (2013) Srujana Adusumilli et al. EXPERT SYSTEMS WITH APPLICATIONS
- Cost estimation model for building projects using case-based reasoning
- (2011) Sae-Hyun Ji et al. CANADIAN JOURNAL OF CIVIL ENGINEERING
- Using least squares support vector machines for the airframe structures manufacturing cost estimation
- (2011) S. Deng et al. INTERNATIONAL JOURNAL OF PRODUCTION ECONOMICS
- Preliminary Cost Estimation Model Using Case-Based Reasoning and Genetic Algorithms
- (2010) Kyong Ju Kim et al. JOURNAL OF COMPUTING IN CIVIL ENGINEERING
- Design Error Classification, Causation, and Prevention in Construction Engineering
- (2010) Robert Lopez et al. JOURNAL OF PERFORMANCE OF CONSTRUCTED FACILITIES
- Conceptual cost estimates using evolutionary fuzzy hybrid neural network for projects in construction industry
- (2009) Min-Yuan Cheng et al. EXPERT SYSTEMS WITH APPLICATIONS
- Conditional Variable Importance for Random Forests
- (2008) Carolin Strobl et al. BMC BIOINFORMATICS
Find Funding. Review Successful Grants.
Explore over 25,000 new funding opportunities and over 6,000,000 successful grants.
ExploreAdd your recorded webinar
Do you already have a recorded webinar? Grow your audience and get more views by easily listing your recording on Peeref.
Upload Now