Effectiveness of LLMs in Temporal User Profiling for Recommendation

Milad Sabouri; Masoud Mansoury; Kun Lin; Bamshad Mobasher

doi:10.1109/ICDMW69685.2025.00283

Effectiveness of LLMs in Temporal User Profiling for Recommendation

Milad Sabouri
, Masoud Mansoury
, Kun Lin
, Bamshad Mobasher

DePaul University
Delft University of Technology

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Original language	English
Title of host publication	Proceedings - 25th IEEE International Conference on Data Mining Workshops, ICDMW 2025
Publisher	IEEE (Institute of Electrical and Electronics Engineers)
Pages	2330-2335
Number of pages	6
ISBN (Electronic)	9798331581329
DOIs	https://doi.org/10.1109/ICDMW69685.2025.00283
State	Published - 2025
Event	25th IEEE International Conference on Data Mining Workshops, ICDMW 2025 - Washington, United States Duration: Nov 12 2025 → Nov 15 2025

Publication series

Name	IEEE International Conference on Data Mining Workshops, ICDMW
ISSN (Print)	2375-9232
ISSN (Electronic)	2375-9259

Conference

Conference	25th IEEE International Conference on Data Mining Workshops, ICDMW 2025
Country/Territory	United States
City	Washington
Period	11/12/25 → 11/15/25

ASJC Scopus Subject Areas

Software
Computer Science Applications

Keywords

Large Language Models
Temporal User Profiling
User Modeling

Access to Document

10.1109/ICDMW69685.2025.00283

Cite this

Sabouri, M., Mansoury, M., Lin, K., & Mobasher, B. (2025). Effectiveness of LLMs in Temporal User Profiling for Recommendation. In Proceedings - 25th IEEE International Conference on Data Mining Workshops, ICDMW 2025 (pp. 2330-2335). (IEEE International Conference on Data Mining Workshops, ICDMW). IEEE (Institute of Electrical and Electronics Engineers). https://doi.org/10.1109/ICDMW69685.2025.00283

Effectiveness of LLMs in Temporal User Profiling for Recommendation. / Sabouri, Milad; Mansoury, Masoud; Lin, Kun et al.
Proceedings - 25th IEEE International Conference on Data Mining Workshops, ICDMW 2025. IEEE (Institute of Electrical and Electronics Engineers), 2025. p. 2330-2335 (IEEE International Conference on Data Mining Workshops, ICDMW).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Sabouri, M, Mansoury, M, Lin, K & Mobasher, B 2025, Effectiveness of LLMs in Temporal User Profiling for Recommendation. in Proceedings - 25th IEEE International Conference on Data Mining Workshops, ICDMW 2025. IEEE International Conference on Data Mining Workshops, ICDMW, IEEE (Institute of Electrical and Electronics Engineers), pp. 2330-2335, 25th IEEE International Conference on Data Mining Workshops, ICDMW 2025, Washington, United States, 11/12/25. https://doi.org/10.1109/ICDMW69685.2025.00283

Sabouri M, Mansoury M, Lin K, Mobasher B. Effectiveness of LLMs in Temporal User Profiling for Recommendation. In Proceedings - 25th IEEE International Conference on Data Mining Workshops, ICDMW 2025. IEEE (Institute of Electrical and Electronics Engineers). 2025. p. 2330-2335. (IEEE International Conference on Data Mining Workshops, ICDMW). doi: 10.1109/ICDMW69685.2025.00283

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Effectiveness of LLMs in Temporal User Profiling for Recommendation

Publication series

Conference

ASJC Scopus Subject Areas

Keywords

Access to Document

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Cite this