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Publication

A Visual Analytic Platform for Interactive Validation of Human Mobility Simulations

Publication Type
Conference Paper
Book Title
GeoSim '24: Proceedings of the 7th ACM SIGSPATIAL International Workshop on GeoSpatial Simulation
Publication Date
Page Numbers
1 to 10
Publisher Location
New York, New York, United States of America
Conference Name
The 7th ACM SIGSPATIAL International Workshop on GeoSpatial Simulation
Conference Location
Atlanta, Georgia, United States of America
Conference Sponsor
ACM
Conference Date
-

Human mobility insights guide domain experts in an array of decisions, including critical infrastructure design, disaster response, epidemic modeling, national security, and policy making. Due to the inherent noise and privacy concerns in real-world individual-level mobility data, it is often preferred to leverage simulators that generate synthetic mobility data instead. However, it is critical to inspect and validate the output of such simulators to ensure the synthetic data is aligned with the characteristics of the population and the area of interest known to domain experts. While there exist many quantitative approaches for validating synthetic data, we argue it is also important to also validate such data qualitatively to capture aspects that are known to domain experts but difficult to quantify. In this work, we demonstrate a visual analytic platform that empowers domain experts to interact with their simulation outputs along spatial and temporal dimensions. By augmenting automated techniques and human skills, our visual analytic platform is a step towards interactive capabilities for model steering and quality control of mobility simulators.