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Top-k Queries over Digital Traces

Summary: Top-k queries over digital traces are accelerated with association functions, dimensionality reduction, and a hierarchical index that co-locates entities. Mobility-model pruning is analyzed and validated on real and synthetic data, outperforming baselines. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
5731
Venue
SIGMOD
Year
2019
Pagerank
5.093636e-05
Overall Rank
11,850 | 18.70%
DOI
10.1145/3299869.3319857

Incoming Non-self Citations Over Time

No non-self incoming citations found for this paper in this database.

Authors

BibTeX Citation

@inproceedings{li_sigmod19,
        title = {{Top-k Queries over Digital Traces}},
        author = {Li, Yifan and Yu, Xiaohui and Koudas, Nick},
        series = {{SIGMOD} '19},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3299869.3319857},
        url = {https://dl.acm.org/doi/10.1145/3299869.3319857},
        year = {2019}
}

Incoming Citations (Sorted by Pagerank)

Showing 1 of 1 citing papers.

Rank Citing Paper Year Venue Pagerank
11,702 LES3: Learning-based Exact Set Similarity Search 2021 VLDB 5.093636e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 32 of 32 cited papers.

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

Rank Cited Paper Year Venue Pagerank
4 The R*-tree: An Efficient and Robust Access Method for Points and Rectangles 1990 SIGMOD 0.001157935
5 Optimal Aggregation Algorithms for Middleware [Extended Abstract] 2001 PODS 0.0010828372
161 Mining Frequent Patterns without Candidate Generation 2000 SIGMOD 0.00027981772
221 Robust and Fast Similarity Search for Moving Object Trajectories 2005 SIGMOD 0.00024224879
287 Multi-Probe LSH: Efficient Indexing for High-Dimensional Similarity Search 2007 VLDB 0.00022323585
333 The Onion Technique: Indexing for Linear Optimization Queries 2000 SIGMOD 0.0002089582
369 Locality-Sensitive Hashing Scheme Based on Dynamic Collision Counting 2012 SIGMOD 0.00019945234
918 Trajectory Clustering: A Partition-and-Group Framework 2007 SIGMOD 0.00013215285
991 Bayesian Locality Sensitive Hashing for Fast Similarity Search 2012 VLDB 0.00012793339
1,049 k-Nearest Neighbors in Uncertain Graphs 2010 VLDB 0.00012415522
1,572 LazyLSH: Approximate Nearest Neighbor Search for Multiple Distance Functions with a Single Index 2016 SIGMOD 0.00010329197
2,652 Comparing and Aggregating Rankings with Ties 2004 PODS 8.291138e-05
2,673 DSH: Data Sensitive Hashing for High-Dimensional k-NN Search 2014 SIGMOD 8.2730112e-05
3,007 Towards Robust Indexing for Ranked Queries 2006 VLDB 7.8583548e-05
3,132 Extracting Top-K Insights from Multi-dimensional Data 2017 SIGMOD 7.7246394e-05
3,534 Location-Aware Type Ahead Search on Spatial Databases: Semantics and Efficiency 2011 SIGMOD 7.3347488e-05
4,060 Inter-Media Hashing for Large-scale Retrieval from Heterogeneous Data Sources 2013 SIGMOD 6.9322681e-05
4,316 Searching Trajectories by Locations - An Efficiency Study 2010 SIGMOD 6.7647222e-05
4,711 Reverse Spatial and Textual k Nearest Neighbor Search 2011 SIGMOD 6.5506926e-05
4,806 SharkDB: An In-Memory Storage System for Massive Trajectory Data 2015 SIGMOD 6.4994869e-05
5,851 k-Nearest Neighbors on Road Networks: A Journey in Experimentation and In-Memory Implementation 2016 VLDB 6.0659596e-05
5,875 VoR-Tree: R-trees with Voronoi Diagrams for Efficient Processing of Spatial Nearest Neighbor Queries 2010 VLDB 6.0564961e-05
6,260 Interactive Navigation of Open Data Linkages 2017 VLDB 5.9371372e-05
7,378 Maximizing Bichromatic Reverse Spatial and Textual k Nearest Neighbor Queries 2016 VLDB 5.6294729e-05
7,576 Efficient Computation of Top-k Frequent Terms over Spatio-temporal Ranges 2017 SIGMOD 5.593012e-05
8,659 Spatial Queries with Two kNN Predicates 2012 VLDB 5.3904242e-05
8,693 MoveMine: Mining Moving Object Databases 2010 SIGMOD 5.3837142e-05
8,894 Distributed Evaluation of Top-k Temporal Joins 2016 SIGMOD 5.3504579e-05
9,431 Probabilistic Nearest Neighbor Queries on Uncertain Moving Object Trajectories 2014 VLDB 5.2704151e-05
10,051 VIP-Tree: An Effective Index for Indoor Spatial Queries 2017 VLDB 5.1685424e-05
10,052 Top-k Relevant Semantic Place Retrieval on Spatial RDF Data 2016 SIGMOD 5.1685424e-05
10,054 An Extendable Framework for Managing Uncertain Spatio-Temporal Data 2014 SIGMOD 5.1685424e-05
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