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Machine Learning Applications in Facility Life-Cycle Cost Analysis: A Review
16 references·0 citing·35 second hop
Machine Learning Applications in Facility Life-Cycle Cost Analysis: A Review (2019)Machine Learning Applications in Facility…Maintenance and operation costs model for university buildings (2017)Maintenance and operation cos…Development of an Nearly Zero Emission Building (nZEB) Life Cycle Cost Assessment Tool for Fast Decision Making in the Early Design Phase (2017)Development of an Nearly Zero…A Lifecycle Cost Analysis of Residential Buildings Including Natural Hazard Risk (2017)A Lifecycle Cost Analysis of …Conceptual Estimation of Construction Costs Using the Multistep Ahead Approach (2016)Conceptual Estimation of Cons…Life Cycle Cost Analysis of Maintenance Costs and Budgets for University Buildings in Taiwan (2012)Life Cycle Cost Analysis of M…The development of a construction cost prediction model with improved prediction capacity using the advanced CBR approach (2011)The development of a construc…A STUDY ON THE DEVELOPMENT OF A COST MODEL BASED ON THE OWNER'S DECISION MAKING AT THE EARLY STAGES OF A CONSTRUCTION PROJECT (2010)A STUDY ON THE DEVELOPMENT OF…Conceptual cost estimates using evolutionary fuzzy hybrid neural network for projects in construction industry (2009)Conceptual cost estimates usi…Parametric Range Estimating of Building Costs Using Regression Models and Bootstrap (2008)Parametric Range Estimating o…Predicting Construction Cost Using Multiple Regression Techniques (2006)Predicting Construction Cost …Productivity and Cost Regression Models for Pile Construction (2005)Productivity and Cost Regress…Cost modelling of office buildings in Hong Kong: an exploratory study (2005)Cost modelling of office buil…Neural network model incorporating a genetic algorithm in estimating construction costs (2004)Neural network model incorpor…Comparison of construction cost estimating models based on regression analysis, neural networks, and case-based reasoning (2004)Comparison of construction co…Predicting Accuracy of Early Cost Estimates Using Factor Analysis and Multivariate Regression (2003)Predicting Accuracy of Early …Life‐Cycle Maintenance Costs by Facility Use (1991)Life‐Cycle Maintenance Costs …COST ESTIMATION PREDICTIVE MODELING: REGRESSION VERSUS NEURAL NETWORK (1997)Neural Network Model for Parametric Cost Estimation of Highway Projects (1998)Regularization Neural Network for Construction Cost Estimation (1998)Comparison of School Building Construction Costs Estimation Methods Using Regression Analysis, Neural Network, and Support Vector Machine (2013)Optimizing parameters of support vector machine using fast messy genetic algorithm for dispute classification (2014)Application of Boosting Regression Trees to Preliminary Cost Estimation in Building Construction Projects (2015)Conceptual cost estimation of building projects with regression analysis and neural networks (2004)Avaliação de desempenho do processo de orçamento: estudo de caso em uma obra de construção civil (2011)Cost Estimation Model Using Modified Parameters for Construction Projects (2019)Cost Studies of Buildings (2013)Project cost risk analysis: A Bayesian networks approach for modeling dependencies between cost items (2014)Artificial Intelligence and Parametric Construction Cost Estimate Modeling: State-of-the-Art Review (2019)Comparison of Artificial Intelligence Techniques for Project Conceptual Cost Prediction: A Case Study and Comparative Analysis (2020)Fuzzy sets (1965)Fuzzy sets (1996)Current research trends and application areas of fuzzy and hybrid methods to the risk assessment of construction projects (2017)An artificial neural network approach for cost estimation of engineering services (2019)Machine learning-aided engineering services' cost overruns prediction in high-rise residential building projects: Application of random forest regression (2022)Predicting Cost Deviation in Reconstruction Projects: Artificial Neural Networks versus Regression (2003)A decision support system for determining the optimal size of a new expressway service area: Focused on the profitability (2014)A framework of developing machine learning models for facility life-cycle cost analysis (2019)Holistic analysis and prediction of life cycle cost for vertical greenery systems in Singapore (2021)Time series prediction: Forecasting the future and understanding the past (1994)Application of Artificial Neural Networks in Construction Management: Current Status and Future Directions (2021)Predictive Analytics for Early-Stage Construction Costs Estimation (2022)A data-driven framework for conceptual cost estimation of infrastructure projects using XGBoost and Bayesian optimization (2024)Range estimation of construction costs using neural networks with bootstrap prediction intervals (2011)Neuro‐Fuzzy Cost Estimation Model Enhanced by Fast Messy Genetic Algorithms for Semiconductor Hookup Construction (2012)The Challenges of Nonparametric Cost Estimation of Construction Works with the use of Artificial Intelligence Tools (2017)Predicting construction cost overruns using text mining, numerical data and ensemble classifiers (2014)Cost estimation and prediction in construction projects: a systematic review on machine learning techniques (2020)Artificial intelligence for decision support systems in the field of operations research: review and future scope of research (2021)Tools for Measuring Construction Materials Management Practices and Predicting Labor Productivity in Multistory Building Projects (2018)Predicting Construction Labor Productivity Based on Implementation Levels of Human Resource Management Practices (2019)Systematic Review of the Literature on Construction Productivity (2023)
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References

  • 2004Comparison of construction cost estimating models based on regression analysis, neural networks, and case-based reasoning462 cited
  • 2006Predicting Construction Cost Using Multiple Regression Techniques292 cited
  • 2003Predicting Accuracy of Early Cost Estimates Using Factor Analysis and Multivariate Regression291 cited
  • 2009Conceptual cost estimates using evolutionary fuzzy hybrid neural network for projects in construction industry163 cited
  • 2004Neural network model incorporating a genetic algorithm in estimating construction costs127 cited
  • 2008Parametric Range Estimating of Building Costs Using Regression Models and Bootstrap82 cited
  • 2011The development of a construction cost prediction model with improved prediction capacity using the advanced CBR approach77 cited
  • 2005Productivity and Cost Regression Models for Pile Construction53 cited
  • 2016Conceptual Estimation of Construction Costs Using the Multistep Ahead Approach49 cited
  • 2010A STUDY ON THE DEVELOPMENT OF A COST MODEL BASED ON THE OWNER'S DECISION MAKING AT THE EARLY STAGES OF A CONSTRUCTION PROJECT44 cited
  • 2017A Lifecycle Cost Analysis of Residential Buildings Including Natural Hazard Risk43 cited
  • 2005Cost modelling of office buildings in Hong Kong: an exploratory study42 cited
  • 2012Life Cycle Cost Analysis of Maintenance Costs and Budgets for University Buildings in Taiwan28 cited

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1991
Life‐Cycle Maintenance Costs by Facility Use
26 cited
  • 2017Maintenance and operation costs model for university buildings25 cited
  • 2017Development of an Nearly Zero Emission Building (nZEB) Life Cycle Cost Assessment Tool for Fast Decision Making in the Early Design Phase20 cited
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