Data mining in the construction industry: Present status, opportunities, and future trends

H Yan, N Yang, Y Peng, Y Ren - Automation in Construction, 2020 - Elsevier
The construction industry is experiencing remarkable growth in the data generation. Data
mining (DM) from considerable amount of data in the construction industry has emerged as …

Machine learning in occupational accident analysis: A review using science mapping approach with citation network analysis

S Sarkar, J Maiti - Safety science, 2020 - Elsevier
The present study reviews the publications that examine the application of machine learning
(ML) approaches in occupational accident analysis. The review process includes four …

Safety leading indicators for construction sites: A machine learning approach

CQX Poh, CU Ubeynarayana, YM Goh - Automation in construction, 2018 - Elsevier
The construction industry is one of the most dangerous industries in many countries. To
improve the situation, senior managers overseeing portfolios of construction projects need to …

Identifying and assessing the critical factors for effective implementation of safety programs in construction projects

A Bavafa, A Mahdiyar, AK Marsono - Safety science, 2018 - Elsevier
Safety issues are considered as the major concerns in the construction industry. Despite the
rapid advancement of technology, it is revealed that the rate of the fatality in the construction …

[HTML][HTML] Analysis of the causes and preventive measures of fatal fall-related accidents in the construction industry

AD Rafindadi, M Napiah, I Othman, M Mikić… - Ain Shams engineering …, 2022 - Elsevier
Fall-related accident causes severe injuries and deaths in the construction industry. This
study analyzed 108 fall fatalities in Malaysia from 2010 to 2018 to find the critical, relevant …

Association rule analysis of factors contributing to extraordinarily severe traffic crashes in China

C Xu, J Bao, C Wang, P Liu - Journal of safety research, 2018 - Elsevier
Introduction This study aimed to investigate the contributing factors to serious casualty traffic
crashes and their interdependency in China. Serious casualty crashes are defined as …

Using eye-tracker to compare search patterns between experienced and novice workers for site hazard identification

RJ Dzeng, CT Lin, YC Fang - Safety science, 2016 - Elsevier
The construction industry accounts for a high number of accidents. Although identifying
hazards prior to commencing construction is widely employed to prevent accidents, it …

Identifying crash contributory factors at urban roundabouts and using association rules to explore their relationships to different crash types

A Montella - Accident Analysis & Prevention, 2011 - Elsevier
The use of roundabouts improves intersection safety by eliminating or altering conflict types,
reducing crash severity, and causing drivers to reduce speeds. However, roundabout …

Applying data mining techniques to explore factors contributing to occupational injuries in Taiwan's construction industry

CW Cheng, SS Leu, YM Cheng, TC Wu… - Accident Analysis & …, 2012 - Elsevier
Construction accident research involves the systematic sorting, classification, and encoding
of comprehensive databases of injuries and fatalities. The present study explores the causes …

A network-based approach to modeling safety accidents and causations within the context of subway construction project management

Z Zhou, J Irizarry, W Guo - Safety science, 2021 - Elsevier
It is widely accepted that the construction industry is dangerous, and subway construction
projects are more inherently dangerous than general construction projects. On the basis of …