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Inferring Continuous Dynamic Social Influence and Personal Preference for Temporal Behavior Prediction

Summary: Introduces DP-Space, a continuous-time dynamic preference probability space with flexible basis functions to capture evolving social influence and personal preference. Proposes ConTyor, a generative model for temporal adoption as a joint continuous-time effect of influence and preference, with inference and experiments showing gains over static and discrete-time baselines. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
11329
Venue
VLDB
Year
2015
Pagerank
5.093636e-05
Overall Rank
12,151 | 16.64%
DOI
10.14778/2735479.2735482

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Authors

BibTeX Citation

@article{zhang_vldb15,
        title = {{Inferring Continuous Dynamic Social Influence and Personal Preference for Temporal Behavior Prediction}},
        author = {Zhang, Jun and Wang, Chaokun and Wang, Jianmin and Yu, Jeffrey Xu},
        journal = {PVLDB},
        series = {{VLDB} '15},
        volume = {8},
        number = {3},
        pages = {269--280},
        doi = {10.14778/2735479.2735482},
        url = {https://doi.org/10.14778/2735479.2735482},
        year = {2015}
}

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Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank Cited Paper Year Venue Pagerank
3,810 Personalized Social Recommendations - Accurate or Private? 2011 VLDB 7.1068237e-05
4,272 Challenging the Long Tail Recommendation 2012 VLDB 6.7911017e-05
5,433 Supercharging Recommender Systems using Taxonomies for Learning User Purchase Behavior 2012 VLDB 6.2210009e-05
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