Research graph
References from Unsupervised Machine Learning for BIM-Use Maturity Profiling and Perceived Sustainability in Central European Construction. Local targets link to admitted publications; unresolved targets remain external evidence.
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Building Information Modeling (BIM): Trends, Benefits, Risks, and Challenges for the AEC Industry
10.1061/(asce)lm.1943-5630.0000127 · 2011 · External reference
Understanding the Implications of Digitisation and Automation in the Context of Industry 4.0: A Triangulation Approach and Elements of a Research Agenda for the Construction Industry
10.1016/j.compind.2016.09.006 · 2016 · External reference
Building Information Modelling (BIM) Uptake: Clear Benefits, Understanding Its Implementation, Risks and Challenges
10.1016/j.rser.2016.11.083 · 2017 · External reference
Building Information Modelling Framework: A Research and Delivery Foundation for Industry Stakeholders
10.1016/j.autcon.2008.10.003 · 2009 · External reference
Artificial Intelligence in the AEC Industry: Scientometric Analysis and Visualization of Research Activities
10.1016/j.autcon.2020.103081 · 2020 · External reference
A Review of Data-Driven Building Energy Consumption Prediction Studies
10.1016/j.rser.2017.04.095 · 2018 · External reference
Benchmarking Construction Waste Management Performance Using Big Data
10.1016/j.resconrec.2015.10.013 · 2015 · External reference
Machine Learning for Estimation of Building Energy Consumption and Performance: A Review
10.1186/s40327-018-0064-7 · 2018 · External reference
10.3390/buildings12081205
10.3390/buildings12081205 · External reference
Circular Economy and the Construction Industry: Existing Trends, Challenges and Prospective Framework for Sustainable Construction
10.1016/j.rser.2020.109948 · 2020 · External reference
Common Method Biases in Behavioral Research: A Critical Review of the Literature and Recommended Remedies
10.1037/0021-9010.88.5.879 · 2003 · External reference
Leakage in Data Mining: Formulation, Detection, and Avoidance
10.1145/2382577.2382579 · 2012 · External reference
Unresolved reference
External reference
Construction 4.0—Digital Transformation of One of the Oldest Industries
10.15458/ebr.92 · 2019 · External reference
Parsimonious Process Model of Energy Retrofit of Buildings
2022 · External reference
10.3390/buildings12122194
10.3390/buildings12122194 · External reference
10.3390/buildings16071448
10.3390/buildings16071448 · External reference
10.3390/buildings11080337
10.3390/buildings11080337 · External reference
Digitalization and Automation in Construction Project’s Life-Cycle: A Review
2022 · External reference
10.3390/buildings13122997
10.3390/buildings13122997 · External reference
Industry 4.0 Technologies: Implementation Patterns in Manufacturing Companies
10.1016/j.ijpe.2019.01.004 · 2019 · External reference
The Expected Contribution of Industry 4.0 Technologies for Industrial Performance
10.1016/j.ijpe.2018.08.019 · 2018 · External reference
A Resource-Based Perspective on Information Technology Capability and Firm Performance: An Empirical Investigation
10.2307/3250983 · 2000 · External reference
10.1002/9780470261309
10.1002/9780470261309 · External reference
BIM Implementation throughout the UK Construction Project Lifecycle: An Analysis
10.1016/j.autcon.2013.09.001 · 2013 · External reference
Productivity of Digital Fabrication in Construction: Cost and Time Analysis of a Robotically Built Wall
10.1016/j.autcon.2018.04.004 · 2018 · External reference
A BIM-Data Mining Integrated Digital Twin Framework for Advanced Project Management
10.1016/j.autcon.2021.103564 · 2021 · External reference
10.3390/su16114376
10.3390/su16114376 · External reference
The Building Information Modelling Through Information Technology and Impacts on Selected Circular Economy Performance Indicators of Construction Projects
10.1007/s11036-023-02268-7 · 2024 · External reference
10.3390/buildings16040846
10.3390/buildings16040846 · External reference
Enhancing Environmental Sustainability over Building Life Cycles through Green BIM: A Review
10.1016/j.autcon.2015.06.003 · 2015 · External reference
Critical Review of BIM-Based LCA Method to Buildings
10.1016/j.enbuild.2016.12.009 · 2017 · External reference
Unresolved reference
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An Enabling Tool for BIM-Based Embodied Carbon Assessment in High-Rise Construction
2026 · External reference
Integrating Artificial Intelligence into Life Cycle Assessment in the Building Industry: A Bibliometric and Critical Review
10.17482/uumfd.1649878 · 2026 · External reference
10.3390/eng7020073
10.3390/eng7020073 · External reference
Development of a BIM-Based AI-Driven Matching Tool for LCA Datasets
10.1007/s43621-025-02203-8 · 2025 · External reference
The Circular Economy—A New Sustainability Paradigm?
10.1016/j.jclepro.2016.12.048 · 2017 · External reference
Design for Deconstruction (DfD): Critical Success Factors for Diverting End-of-Life Waste from Landfills
10.1016/j.wasman.2016.08.017 · 2017 · External reference
Towards Circular and More Sustainable Buildings: A Systematic Literature Review on the Circular Economy in the Built Environment
10.1016/j.jclepro.2020.121134 · 2020 · External reference
Some Methods for Classification and Analysis of Multivariate Observations
1967 · External reference
Hierarchical Grouping to Optimize an Objective Function
10.1080/01621459.1963.10500845 · 1963 · External reference
Silhouettes: A Graphical Aid to the Interpretation and Validation of Cluster Analysis
10.1016/0377-0427(87)90125-7 · 1987 · External reference
Principal Component Analysis: A Review and Recent Developments
10.1098/rsta.2015.0202 · 2016 · External reference
A Maturity Model for Assessing Industry 4.0 Readiness and Maturity of Manufacturing Enterprises
10.1016/j.procir.2016.07.040 · 2016 · External reference
Maturity Models in Business Process Management
10.1108/14637151211225225 · 2012 · External reference
A Critical Review of Smart Manufacturing and Industry 4.0 Maturity Models: Implications for Small and Medium-Sized Enterprises (SMEs)
10.1016/j.jmsy.2018.10.005 · 2018 · External reference
Stop Explaining Black Box Machine Learning Models for High Stakes Decisions and Use Interpretable Models Instead
10.1038/s42256-019-0048-x · 2019 · External reference
Cross-Validation
2019 · External reference
Unresolved reference
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Unresolved reference
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Unresolved reference
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10.3390/su13031310
10.3390/su13031310 · External reference
Unresolved reference
External reference
Coefficient Alpha and the Internal Structure of Tests
10.1007/bf02310555 · 1951 · External reference
Thanks Coefficient Alpha, We’ll Take It from Here
10.1037/met0000144 · 2018 · External reference
A Dendrite Method for Cluster Analysis
1974 · External reference
A Cluster Separation Measure
10.1109/tpami.1979.4766909 · 1979 · External reference
Scikit-learn: Machine Learning in Python
2011 · External reference
10.1002/9780470261309
10.1002/9780470261309 · ExternalCitation · doi-reference
Coefficient Alpha and the Internal Structure of Tests
10.1007/bf02310555 · ExternalCitation · doi-reference
The Building Information Modelling Through Information Technology and Impacts on Selected Circular Economy Performance Indicators of Construction Projects
10.1007/s11036-023-02268-7 · ExternalCitation · doi-reference
Development of a BIM-Based AI-Driven Matching Tool for LCA Datasets
10.1007/s43621-025-02203-8 · ExternalCitation · doi-reference
Silhouettes: A Graphical Aid to the Interpretation and Validation of Cluster Analysis
10.1016/0377-0427(87)90125-7 · ExternalCitation · doi-reference
Building Information Modelling Framework: A Research and Delivery Foundation for Industry Stakeholders
10.1016/j.autcon.2008.10.003 · ExternalCitation · doi-reference
BIM Implementation throughout the UK Construction Project Lifecycle: An Analysis
10.1016/j.autcon.2013.09.001 · ExternalCitation · doi-reference
Enhancing Environmental Sustainability over Building Life Cycles through Green BIM: A Review
10.1016/j.autcon.2015.06.003 · ExternalCitation · doi-reference
Productivity of Digital Fabrication in Construction: Cost and Time Analysis of a Robotically Built Wall
10.1016/j.autcon.2018.04.004 · ExternalCitation · doi-reference
Artificial Intelligence in the AEC Industry: Scientometric Analysis and Visualization of Research Activities
10.1016/j.autcon.2020.103081 · ExternalCitation · doi-reference
A BIM-Data Mining Integrated Digital Twin Framework for Advanced Project Management
10.1016/j.autcon.2021.103564 · ExternalCitation · doi-reference
Understanding the Implications of Digitisation and Automation in the Context of Industry 4.0: A Triangulation Approach and Elements of a Research Agenda for the Construction Industry
10.1016/j.compind.2016.09.006 · ExternalCitation · doi-reference
Critical Review of BIM-Based LCA Method to Buildings
10.1016/j.enbuild.2016.12.009 · ExternalCitation · doi-reference
The Expected Contribution of Industry 4.0 Technologies for Industrial Performance
10.1016/j.ijpe.2018.08.019 · ExternalCitation · doi-reference
Industry 4.0 Technologies: Implementation Patterns in Manufacturing Companies
10.1016/j.ijpe.2019.01.004 · ExternalCitation · doi-reference
The Circular Economy—A New Sustainability Paradigm?
10.1016/j.jclepro.2016.12.048 · ExternalCitation · doi-reference
Towards Circular and More Sustainable Buildings: A Systematic Literature Review on the Circular Economy in the Built Environment
10.1016/j.jclepro.2020.121134 · ExternalCitation · doi-reference
A Critical Review of Smart Manufacturing and Industry 4.0 Maturity Models: Implications for Small and Medium-Sized Enterprises (SMEs)
10.1016/j.jmsy.2018.10.005 · ExternalCitation · doi-reference
A Maturity Model for Assessing Industry 4.0 Readiness and Maturity of Manufacturing Enterprises
10.1016/j.procir.2016.07.040 · ExternalCitation · doi-reference
Benchmarking Construction Waste Management Performance Using Big Data
10.1016/j.resconrec.2015.10.013 · ExternalCitation · doi-reference
Building Information Modelling (BIM) Uptake: Clear Benefits, Understanding Its Implementation, Risks and Challenges
10.1016/j.rser.2016.11.083 · ExternalCitation · doi-reference
A Review of Data-Driven Building Energy Consumption Prediction Studies
10.1016/j.rser.2017.04.095 · ExternalCitation · doi-reference
Circular Economy and the Construction Industry: Existing Trends, Challenges and Prospective Framework for Sustainable Construction
10.1016/j.rser.2020.109948 · ExternalCitation · doi-reference
Design for Deconstruction (DfD): Critical Success Factors for Diverting End-of-Life Waste from Landfills
10.1016/j.wasman.2016.08.017 · ExternalCitation · doi-reference
Common Method Biases in Behavioral Research: A Critical Review of the Literature and Recommended Remedies
10.1037/0021-9010.88.5.879 · ExternalCitation · doi-reference
Thanks Coefficient Alpha, We’ll Take It from Here
10.1037/met0000144 · ExternalCitation · doi-reference
Stop Explaining Black Box Machine Learning Models for High Stakes Decisions and Use Interpretable Models Instead
10.1038/s42256-019-0048-x · ExternalCitation · doi-reference
Building Information Modeling (BIM): Trends, Benefits, Risks, and Challenges for the AEC Industry
10.1061/(asce)lm.1943-5630.0000127 · ExternalCitation · doi-reference
Hierarchical Grouping to Optimize an Objective Function
10.1080/01621459.1963.10500845 · ExternalCitation · doi-reference
Principal Component Analysis: A Review and Recent Developments
10.1098/rsta.2015.0202 · ExternalCitation · doi-reference
Maturity Models in Business Process Management
10.1108/14637151211225225 · ExternalCitation · doi-reference
A Cluster Separation Measure
10.1109/tpami.1979.4766909 · ExternalCitation · doi-reference
Leakage in Data Mining: Formulation, Detection, and Avoidance
10.1145/2382577.2382579 · ExternalCitation · doi-reference
Machine Learning for Estimation of Building Energy Consumption and Performance: A Review
10.1186/s40327-018-0064-7 · ExternalCitation · doi-reference
Construction 4.0—Digital Transformation of One of the Oldest Industries
10.15458/ebr.92 · ExternalCitation · doi-reference
Integrating Artificial Intelligence into Life Cycle Assessment in the Building Industry: A Bibliometric and Critical Review
10.17482/uumfd.1649878 · ExternalCitation · doi-reference
A Resource-Based Perspective on Information Technology Capability and Firm Performance: An Empirical Investigation
10.2307/3250983 · ExternalCitation · doi-reference
10.3390/buildings11080337
10.3390/buildings11080337 · ExternalCitation · doi-reference
10.3390/buildings12081205
10.3390/buildings12081205 · ExternalCitation · doi-reference
10.3390/buildings12122194
10.3390/buildings12122194 · ExternalCitation · doi-reference
10.3390/buildings13122997
10.3390/buildings13122997 · ExternalCitation · doi-reference
10.3390/buildings16040846
10.3390/buildings16040846 · ExternalCitation · doi-reference
10.3390/buildings16071448
10.3390/buildings16071448 · ExternalCitation · doi-reference
10.3390/eng7020073
10.3390/eng7020073 · ExternalCitation · doi-reference
10.3390/su13031310
10.3390/su13031310 · ExternalCitation · doi-reference
10.3390/su16114376
10.3390/su16114376 · ExternalCitation · doi-reference
