Diff-rntraj: A structure-aware diffusion model for road network-constrained trajectory generation

W Chen, Y Liang, Y Zhu, Y Chang, K Luo… - arXiv preprint arXiv …, 2024 - arxiv.org

Trajectory computing is a pivotal domain encompassing trajectory data management and
mining, garnering widespread attention due to its crucial role in various practical …

被引用次数：13 相关文章所有 2 个版本

[PDF] arxiv.org

A survey on diffusion models for time series and spatio-temporal data

Y Yang, M Jin, H Wen, C Zhang, Y Liang, L Ma… - arXiv preprint arXiv …, 2024 - arxiv.org

The study of time series data is crucial for understanding trends and anomalies over time,
enabling predictive insights across various sectors. Spatio-temporal data, on the other hand …

被引用次数：17 相关文章所有 3 个版本

[PDF] arxiv.org

Diffusion Models for Intelligent Transportation Systems: A Survey

M Peng, K Chen, X Guo, Q Zhang, H Lu… - arXiv preprint arXiv …, 2024 - arxiv.org

Intelligent Transportation Systems (ITS) are vital in modern traffic management and
optimization, significantly enhancing traffic efficiency and safety. Recently, diffusion models …

A Survey of Generative Techniques for Spatial-Temporal Data Mining

Q Zhang, H Wang, C Long, L Su, X He, J Chang… - arXiv preprint arXiv …, 2024 - arxiv.org

This paper focuses on the integration of generative techniques into spatial-temporal data
mining, considering the significant growth and diverse nature of spatial-temporal data. With …

被引用次数：4 相关文章所有 2 个版本

[PDF] arxiv.org

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