This paper discloses that the POI visiting pattern of human spatial mobility falling into both Zipf's law and Heaps' law.
Empirical observations and theoretical models reveal the temporal and spatial heterogeneity of many aspects of human behaviors, including social connections and ...
Modeling POI Transition Network of Human Mobility | IEEE ...
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Modeling POI Transition Network of Human Mobility ... Abstract: Point-of-interest (POI) denotes the category of a location people visit, reflecting the daily life ...
We calculate the probabilities of these scenarios and propose a statistical model based on random walk to represent such phenomena. Simulation results show that ...
Does a scaling exist in urban ecological infrastructure? A case for sustainability trade-off in China;Environmental Science and Pollution Research;2023-08- ...
Bibliographic details on Modeling POI Transition Network of Human Mobility.
Human mobility and transportation transitions on large-scale transportation network are the highly non-linear and complex phenomenon, can we develop some deep ...
Jun 27, 2022 · This work investigates the creation of spatiotemporal models using a Federated Learning (FL) approach—a machine learning technique that avoids sharing personal ...
Jan 7, 2022 · We propose a real-time preference mining model (RTPM) which is based on LSTM to recommend the next POI with time restrictions.
May 16, 2023 · This study explores the use of GPT- and GCN-based models for next-place prediction. We developed the models based on more general time series forecasting ...