Federated learning-based similarity computation over trajectory data federation

Kaining ZHANG , Lirui ZHANG , Yi XU , Yuxiang WANG , Yongxin TONG

Front. Comput. Sci. ›› 2026, Vol. 20 ›› Issue (5) : 2005329

PDF (663KB)
Front. Comput. Sci. ›› 2026, Vol. 20 ›› Issue (5) : 2005329 DOI: 10.1007/s11704-025-41349-6
Artificial Intelligence
LETTER

Federated learning-based similarity computation over trajectory data federation

Author information +
History +
PDF (663KB)

Graphical abstract

Cite this article

Download citation ▾
Kaining ZHANG, Lirui ZHANG, Yi XU, Yuxiang WANG, Yongxin TONG. Federated learning-based similarity computation over trajectory data federation. Front. Comput. Sci., 2026, 20(5): 2005329 DOI:10.1007/s11704-025-41349-6

登录浏览全文

4963

注册一个新账户 忘记密码

References

[1]

Hung C C, Peng W C, Lee W C . Clustering and aggregating clues of trajectories for mining trajectory patterns and routes. The VLDB Journal, 2015, 24( 2): 169–192

[2]

Zhang C J, Tong Y, Chen L . Where to: crowd-aided path selection. Proceedings of the VLDB Endowment, 2014, 7( 14): 2005–2016

[3]

Cao C C, Tong Y, Chen L, Jagadish H V. WiseMarket: a new paradigm for managing wisdom of online social users. In: Proceedings of the 19th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. 2013, 455−463

[4]

Tong Y, She J, Ding B, Wang L, Chen L. Online mobile micro-task allocation in spatial crowdsourcing. In: Proceedings of the 32nd International Conference on Data Engineering. 2016, 49−60

[5]

Gao D, Tong Y, She J, Song T, Chen L, Xu K. Top-k team recommendation in spatial crowdsourcing. In: Proceedings of the 17th International Conference on Web-Age Information Management. 2016, 191−204

[6]

Vlachos M, Kollios G, Gunopulos D. Discovering similar multidimensional trajectories. In: Proceedings of the 18th International Conference on Data Engineering. 2002, 673−684

[7]

Li X, Zhao K, Cong G, Jensen C S, Wei W. Deep representation learning for trajectory similarity computation. In: Proceedings of the 34th International Conference on Data Engineering. 2018, 617−628

[8]

Voigt P, von fem Bussche A. The EU General Data Protection Regulation (GDPR): A Practical Guide. Cham: Springer, 2017

[9]

Wang Y, Tong Y, Zhou Z, Ren Z, Xu Y, Wu G, Lv W. Fed-LTD: Towards cross-platform ride hailing via federated learning to dispatch. In: Proceedings of the 28th ACM SIGKDD Conference on Knowledge Discovery and Data Mining. 2022, 4079−4089

[10]

Chang Y, Qi J, Liang Y, Tanin E. Contrastive trajectory similarity learning with dual-feature attention. In: Proceedings of the International Conference on Data Engineering. 2023, 2933−2945

RIGHTS & PERMISSIONS

Higher Education Press

AI Summary AI Mindmap
PDF (663KB)

Supplementary files

Highlights

435

Accesses

0

Citation

Detail

Sections
Recommended

AI思维导图

/