Emergency Medical Service Spatiotemporal Prediction Model

Machine Learning
Public Health
Resource Allocations
Author

Dohyo Jeong

Published

February 21, 2025

Spatial-Temporal Graph Convolutional Networks


ST-GCN Prediction Results by Center Level

These animations present a timeline of predicted outcomes across regions in the study area, illustrating hourly variations from 0 (12 AM) to 23 (11 PM).


1) Regional Rescue HQ

Predicted EMS Call Frequency
Predicted Response Time (min)


2) 911 Safety Center

Predicted EMS Call Frequency
Predicted Response Time (min)


3) Local Response Team

Predicted EMS Call Frequency
Predicted Response Time (min)