Graph-based mobility profiling

نویسندگان

چکیده

The decarbonization of the transport system requires a better understanding human mobility behavior to optimally plan and evaluate sustainable options (such as Mobility Service). Current analysis frameworks often rely on specific datasets or data-specific assumptions hence are difficult generalize other studies. In this work, we present workflow identify groups users with similar that appear across several datasets. Our method does not depend clustering algorithm, is robust against choice hyperparameters, require labels in dataset, limited types tracking data. This allows extraction stable profiles based small inhomogeneous data sets. consists following main steps: Representing individual using location-based graphs; graph-based features; different hyperparameter configurations; group identification statistical testing. applied six (Geolife, Green Class 1 + 2, yumuv two Foursquare datasets) total 1070 visit about 3′000’000 locations duration over 200′000 days. We can interpret five all show how these be used analyze longitudinal cross-sectional

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ژورنال

عنوان ژورنال: Computers, Environment and Urban Systems

سال: 2023

ISSN: ['0198-9715', '1873-7587']

DOI: https://doi.org/10.1016/j.compenvurbsys.2022.101910