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Prediction of construction accident outcomes based on an imbalanced dataset through integrated resampling techniques and machine learning methods
16 references·0 citing·38 second hopsampled
Prediction of construction accident outcomes based on an imbalanced dataset through integrated resampling techniques and machine learning methods (2022)Prediction of construction accident outco…Causal analysis of accidents on construction sites: A hybrid fuzzy Delphi and DEMATEL approach (2022)Causal analysis of accidents …Text mining-based construction site accident classification using hybrid supervised machine learning (2020)Text mining-based constructio…Predicting and analyzing injury severity: A machine learning-based approach using class-imbalanced proactive and reactive data (2020)Predicting and analyzing inju…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…Fatal accident patterns of building construction activities in China (2018)Fatal accident patterns of bu…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…Application of machine learning to construction injury prediction (2016)Application of machine learni…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…Overview and analysis of safety management studies in the construction industry (2014)Overview and analysis of safe…Decision tree analysis of construction fall accidents involving roofers (2014)Decision tree analysis of con…Performance of corporate bankruptcy prediction models on imbalanced dataset: The effect of sampling methods (2013)Performance of corporate bank…Preventing construction worker injury incidents through the management of personal stress and organizational stressors (2011)Preventing construction worke…Characteristic analysis of occupational accidents at small construction enterprises (2010)Characteristic analysis of oc…Accident patterns and prevention measures for fatal occupational falls in the construction industry (2005)Accident patterns and prevent…Review : Knowledge Management and Knowledge Management Systems: Conceptual Foundations And Research Issues1,2 (2001)Conducting research literature reviews: from the Internet to paper (2005)Visualization technology-based construction safety management: A review (2016)A critical review of virtual and augmented reality (VR/AR) applications in construction safety (2017)Bibliometric analysis of safety culture research (2017)Systematic Approaches to a Successful Literature Review (2022)Industrial accident prevention (1941)Aging and occupational accidents a review of the literature of the last three decades (1995)Identifying Root Causes of Construction Injuries (1998)Mobile passive Radio Frequency Identification (RFID) portal for automated and rapid control of Personal Protective Equipment (PPE) on construction sites (2013)Falls from Height in the Construction Industry: A Critical Review of the Scientific Literature (2016)Factors affecting safety performance on construction sites (1999)Identifying elements of poor construction safety management in China (2003)Contributing factors in construction accidents (2005)Factors influencing the implementation of a safety management system for construction sites (2011)Occupational risk assessment in construction industry – Overview and reflection (2011)Factors influencing safety performance on construction projects: A review (2018)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)The magical number seven, plus or minus two: Some limits on our capacity for processing information. (1956)The Framing of Decisions and the Psychology of Choice (1981)The magical number seven, plus or minus two: Some limits on our capacity for processing information. (1994)Comparative analysis of data mining methods for bankruptcy prediction (2011)Occupational injury and accident research: A comprehensive review (2012)AI-based prediction of independent construction safety outcomes from universal attributes (2020)Application of machine learning techniques for predicting the consequences of construction accidents in China (2020)Applying a random forest method approach to model travel mode choice behavior (2018)Causal factors and risk assessment of fall accidents in the U.S. construction industry: A comprehensive data analysis (2000–2020) (2021)Predicting fatal fall from heights accidents using random forest classification machine learning model (2022)Industrial accident prevention : a safety management approach (1980)Integrating feature engineering, genetic algorithm and tree-based machine learning methods to predict the post-accident disability status of construction workers (2021)Safety leading indicators for construction sites: A machine learning approach (2018)Accident prediction in construction using hybrid wavelet-machine learning (2021)AI integration in construction safety: Current state, challenges, and future opportunities in text, vision, and audio based applications (2024)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

  • 2014Overview and analysis of safety management studies in the construction industry654 cited
  • 2005Accident patterns and prevention measures for fatal occupational falls in the construction industry430 cited
  • 2018Construction site accident analysis using text mining and natural language processing techniques411 cited
  • 2016Application of machine learning to construction injury prediction376 cited
  • 2015Automated content analysis for construction safety: A natural language processing system to extract precursors and outcomes from unstructured injury reports374 cited
  • 2010Characteristic analysis of occupational accidents at small construction enterprises255 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
  • 2020Text mining-based construction site accident classification using hybrid supervised machine learning233 cited
  • 2011Preventing construction worker injury incidents through the management of personal stress and organizational stressors225 cited
  • 2018Fatal accident patterns of building construction activities in China224 cited
  • 2013Performance of corporate bankruptcy prediction models on imbalanced dataset: The effect of sampling methods

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215 cited
  • 2014Decision tree analysis of construction fall accidents involving roofers173 cited
  • 2020Predicting and analyzing injury severity: A machine learning-based approach using class-imbalanced proactive and reactive data167 cited
  • 2022Causal analysis of accidents on construction sites: A hybrid fuzzy Delphi and DEMATEL approach158 cited
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