D
Dean Bowman
Publications - 3
Citations - 494
Dean Bowman is an academic researcher. The author has contributed to research in topics: Construction site safety & Knowledge extraction. The author has an hindex of 3, co-authored 3 publications receiving 293 citations.
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Automated content analysis for construction safety: A natural language processing system to extract precursors and outcomes from unstructured injury reports
TL;DR: The proposition that manual content analysis of injury reports can be eliminated using natural language processing (NLP) is tested and the results indicate that the NLP system is capable of quickly and automatically scanning unstructured injury reports for 101 attributes and outcomes with over 95% accuracy.
Journal ArticleDOI
Application of machine learning to construction injury prediction
TL;DR: Two state-of-the-art ML models, Random Forest and Stochastic Gradient Tree Boosting, were applied to a data set of carefully featured attributes and categorical safety outcomes, extracted from a large pool of textual construction injury reports via a highly accurate Natural Language Processing tool developed by past research.
Journal ArticleDOI
Construction Safety Clash Detection: Identifying Safety Incompatibilities among Fundamental Attributes using Data Mining
TL;DR: A newly introduced conceptual framework and accompanying natural language processing system is used to extract standard information in the form of fundamental attributes from a set of raw accident reports, then applied state-of-the-art data mining techniques to discover attribute combinations that contribute to injuries.