Learning social meta-knowledge for nowcasting human mobility in disaster

R Jiang, Z Wang, Y Tao, C Yang, X Song… - Proceedings of the …, 2023 - dl.acm.org
Human mobility nowcasting is a fundamental research problem for intelligent transportation
planning, disaster responses and management, etc. In particular, human mobility under big …

sUrban: Stable Prediction for Unseen Urban Data from Location-based Sensors

Q Wang, B Guo, L Cheng, Z Yu - Proceedings of the ACM on Interactive …, 2023 - dl.acm.org
Recent machine learning research on smart cities has achieved great success in predicting
future trends, under the key assumption that the test data follows the same distribution of the …

A Survey on Event Prediction Methods from a Systems Perspective: Bringing Together Disparate Research Areas

JV Benzin, S Rinderle-Ma - arXiv preprint arXiv:2302.04018, 2023 - arxiv.org
Event prediction is the ability of anticipating future events, ie, future real-world occurrences,
and aims to support the user in deciding on actions that change future events towards a …

Extreme-Aware Local-Global Attention for Spatio-Temporal Urban Mobility Learning

H Huang, S He, M Tabatabaie - 2023 IEEE 39th International …, 2023 - ieeexplore.ieee.org
The occurrence of special contexts or events (eg, extreme weather conditions, festival
events, other urban anomalies) can significantly influence the movement patterns of urban …

Anomalies in feedback: detection of hidden events in dynamics of city service complaint reporting

A Antonov - Procedia Computer Science, 2022 - Elsevier
As a result of work of modern services dealing with processing citizens' reports on problems
of city services a massive data stream forms. This data is heterogeneous due to different …

STICAP: Spatio-temporal Interactive Attention for Citywide Crowd Activity Prediction

H Huang, S He, X Yang, M Tabatabaie - ACM Transactions on Spatial …, 2024 - dl.acm.org
Accurate citywide crowd activity prediction (CAP) can enable proactive crowd mobility
management and timely responses to urban events, which has become increasingly …

[PDF][PDF] How to Be a Well-Prepared Organizer: Studying the Causal Effects of City Events on Human Mobility

J Chen, H Wang, Z Fan, X Song - International Symposium on AI …, 2023 - library.oapen.org
The analysis of how city events causally affect human mobility is of critical importance. The
city government will be thrilled to know how an impending event will influence mobility …