Machine learning based risk analysis and predictive modeling of structure fire related casualties
We analysed over 48,000 reported structure fire incidents in Oregon that occurred from January 2012 through August 2023.The dataset includes 2136 fires that led to civilian casualties including 317 confirmed fatalities.Bagged decision tree classifiers with random forest algorithm were used to quantify the importance of factors related to socioecono