16 citations · 59 across the 11 of their papers we have counts for
3 papers · 1 filter
Safer Together: Machine Learning Models Trained on Shared Accident Datasets Predict Construction Injuries Better than Company-Specific Models
Antoine J. -P. Tixier, Matthew R. Hallowell
In this study, we capitalized on a collective dataset repository of 57k accidents from 9 companies belonging to 3 domains and tested whether models trained on multiple datasets (ge…
AI-based Prediction of Independent Construction Safety Outcomes from Universal Attributes
Henrietta Baker, Matthew R. Hallowell, Antoine J. -P. Tixier
This paper significantly improves on, and finishes to validate, an approach proposed in previous research in which safety outcomes were predicted from attributes with machine learn…
Kernel Graph Convolutional Neural Networks
Giannis Nikolentzos, Polykarpos Meladianos, Antoine Jean-Pierre Tixier +2
Graph kernels have been successfully applied to many graph classification problems. Typically, a kernel is first designed, and then an SVM classifier is trained based on the featur…