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Application of machine learning to construction injury prediction
14 references·16 citing·46 second hopsampled
Application of machine learning to construction injury prediction (2016)Application of machine learning to constr…Automated content analysis for construction safety: A natural language processing system to extract precursors and outcomes from unstructured injury reports (2015)Automated content analysis fo…Enhancing Construction Hazard Recognition with High-Fidelity Augmented Virtuality (2014)Enhancing Construction Hazard…A two-stage segment and prediction model for mortgage prepayment prediction and management (2014)A two-stage segment and predi…Automated trading with performance weighted random forests and seasonality (2013)Automated trading with perfor…Diffusion of Safety Innovations in the Construction Industry (2011)Diffusion of Safety Innovatio…An enforced support vector machine model for construction contractor default prediction (2011)An enforced support vector ma…Estimate at Completion for construction projects using Evolutionary Support Vector Machine Inference Model (2010)Estimate at Completion for co…Customer churn prediction using improved balanced random forests (2008)Customer churn prediction usi…A support vector machine model for contractor prequalification (2008)A support vector machine mode…Safety Hazard Identification on Construction Projects (2006)Safety Hazard Identification …The magical number seven, plus or minus two: Some limits on our capacity for processing information. (1994)The magical number seven, plu…The Framing of Decisions and the Psychology of Choice (1981)The Framing of Decisions and …Energy Damage and the Ten Countermeasure Strategies (1973)Energy Damage and the Ten Cou…The magical number seven, plus or minus two: Some limits on our capacity for processing information. (1956)The magical number seven, plu…AI integration in construction safety: Current state, challenges, and future opportunities in text, vision, and audio based applications (2024)AI integration in constructio…Predicting fatal fall from heights accidents using random forest classification machine learning model (2022)Predicting fatal fall from he…Computer vision technologies for safety science and management in construction: A critical review and future research directions (2021)Computer vision technologies …Utilizing Emerging Technologies for Construction Safety Risk Mitigation (2020)Utilizing Emerging Technologi…Sensor-based safety management (2020)Sensor-based safety managementPredicting and analyzing injury severity: A machine learning-based approach using class-imbalanced proactive and reactive data (2020)Predicting and analyzing inju…Modelling and interpreting pre-evacuation decision-making using machine learning (2020)Modelling and interpreting pr…Automatically learning construction injury precursors from text (2020)Automatically learning constr…Application of machine learning techniques for predicting the consequences of construction accidents in China (2020)Application of machine learni…AI-based prediction of independent construction safety outcomes from universal attributes (2020)AI-based prediction of indepe…Predicting types of occupational accidents at construction sites in Korea using random forest model (2019)Predicting types of occupatio…Machine learning predictive model based on national data for fatal accidents of construction workers (2019)Machine learning predictive m…Safety leading indicators for construction sites: A machine learning approach (2018)Safety leading indicators for…Factors influencing unsafe behaviors: A supervised learning approach (2018)Factors influencing unsafe be…Construction site accident analysis using text mining and natural language processing techniques (2018)Construction site accident an…Application of optimized machine learning techniques for prediction of occupational accidents (2018)Application of optimized mach…SOME CURRENT DIMENSIONS OF APPLIED BEHAVIOR ANALYSIS1 (1968)Single Case Experimental Designs: Strategies for Studying Behavior Change (1976)Games, Motivation, and Learning: A Research and Practice Model (2002)A critical review of virtual and augmented reality (VR/AR) applications in construction safety (2017)Safety training and positive safety attitude formation in the Australian construction industry (2018)An Analysis of Perceptual Confusions Among Some English Consonants (1955)Experimental Psychology (1955)A scaling method for priorities in hierarchical structures (1977)How to make a decision: The analytic hierarchy process (1990)The theory of planned behavior (1991)Preliminaries to speech analysis (2020)Customer base analysis: partial defection of behaviourally loyal clients in a non-contractual FMCG retail setting (2004)Churn prediction in subscription services: An application of support vector machines while comparing two parameter-selection techniques (2006)Defection Detection: Measuring and Understanding the Predictive Accuracy of Customer Churn Models (2006)A comparative analysis of data preparation algorithms for customer churn prediction: A case study in the telecommunication industry (2016)A machine learning framework for customer purchase prediction in the non-contractual setting (2018)Customer churn prediction system: a machine learning approach (2021)Judgment under Uncertainty: Heuristics and Biases (1974)Prospect Theory: An Analysis of Decision under Risk (1979)Perception of Risk (1987)Prospect theory: An analysis of decision under risk (1988)Toward a Theory of Situation Awareness in Dynamic Systems (1995)Framing Processes and Social Movements: An Overview and Assessment (2000)Verification of Computer Simulation Models (1967)The Selfish Gene (1976)Simulation modelling and analysis (1983)Construction safety and digital design: A review (2011)Hazard recognition and risk perception in construction (2013)Visualization technology-based construction safety management: A review (2016)Content Analysis in Mass Communication: Assessment and Reporting of Intercoder Reliability (2002)Text Mining Infrastructure in R (2008)Text as Data: The Promise and Pitfalls of Automatic Content Analysis Methods for Political Texts (2013)A science mapping approach based review of construction safety research (2018)Text mining-based construction site accident classification using hybrid supervised machine learning (2020)EXPERIMENTAL PSYCHOLOGY (1940)Working Memory (1974)Comparative analysis of data mining methods for bankruptcy prediction (2011)Occupational injury and accident research: A comprehensive review (2012)Bayesian-network-based safety risk assessment for steel construction projects (2013)A Coefficient of Agreement for Nominal Scales (1960)The Measurement of Observer Agreement for Categorical Data (1977)Managing the Risks of Organizational Accidents (2016)Contributing factors in construction accidents (2005)Predicting construction cost overruns using text mining, numerical data and ensemble classifiers (2014)Hazard analysis: A deep learning and text mining framework for accident prevention (2020)An improved text mining approach to extract safety risk factors from construction accident reports (2021)
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References

  • 1956The magical number seven, plus or minus two: Some limits on our capacity for processing information.17,866 cited
  • 1981The Framing of Decisions and the Psychology of Choice17,834 cited
  • 1994The magical number seven, plus or minus two: Some limits on our capacity for processing information.17,469 cited
  • 2006Safety Hazard Identification on Construction Projects494 cited
  • 2008Customer churn prediction using improved balanced random forests434 cited
  • 2015Automated content analysis for construction safety: A natural language processing system to extract precursors and outcomes from unstructured injury reports374 cited
  • 2014Enhancing Construction Hazard Recognition with High-Fidelity Augmented Virtuality281 cited
  • 2013Automated trading with performance weighted random forests and seasonality153 cited
  • 1973Energy Damage and the Ten Countermeasure Strategies142 cited
  • 2011Diffusion of Safety Innovations in the Construction Industry117 cited
  • 2010Estimate at Completion for construction projects using Evolutionary Support Vector Machine Inference Model93 cited
  • 2008A support vector machine model for contractor prequalification83 cited
  • 2011An enforced support vector machine model for construction contractor default prediction73 cited
  • 2014A two-stage segment and prediction model for mortgage prepayment prediction and management

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Cited by

  • 2018Construction site accident analysis using text mining and natural language processing techniques411 cited
  • 2018Safety leading indicators for construction sites: A machine learning approach314 cited
  • 2018Application of optimized machine learning techniques for prediction of occupational accidents253 cited
  • 2019Machine learning predictive model based on national data for fatal accidents of construction workers251 cited
  • 2019Predicting types of occupational accidents at construction sites in Korea using random forest model244 cited
  • 2021Computer vision technologies for safety science and management in construction: A critical review and future research directions220 cited
  • 2020Application of machine learning techniques for predicting the consequences of construction accidents in China169 cited
  • 2020Predicting and analyzing injury severity: A machine learning-based approach using class-imbalanced proactive and reactive data167 cited
  • 2020Sensor-based safety management166 cited
  • 2020Automatically learning construction injury precursors from text155 cited
  • 2020Utilizing Emerging Technologies for Construction Safety Risk Mitigation155 cited
  • 2020AI-based prediction of independent construction safety outcomes from universal attributes152 cited
  • 2020Modelling and interpreting pre-evacuation decision-making using machine learning143 cited
  • 2022Predicting fatal fall from heights accidents using random forest classification machine learning model134 cited
  • 2018Factors influencing unsafe behaviors: A supervised learning approach132 cited
  • 2024AI integration in construction safety: Current state, challenges, and future opportunities in text, vision, and audio based applications122 cited