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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
5669
Venue
SIGMOD
Year
2019
Pagerank
4.1945683e-05
Overall Rank
11,655 | 18.92%
DOI
10.1145/3299869.3319857

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Incoming Citations (Sorted by Pagerank)

Showing 1 of 1 citing papers.

Rank Citing Paper Year Venue Pagerank
11,504 LES3: Learning-based Exact Set Similarity Search 2021 VLDB 4.1945683e-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
6 The R*-tree: An Efficient and Robust Access Method for Points and Rectangles 1990 SIGMOD 0.0016162015
7 Optimal Aggregation Algorithms for Middleware [Extended Abstract] 2001 PODS 0.0015496097
181 Mining Frequent Patterns without Candidate Generation 2000 SIGMOD 0.00036992674
251 Robust and Fast Similarity Search for Moving Object Trajectories 2005 SIGMOD 0.00030644658
400 Multi-Probe LSH: Efficient Indexing for High-Dimensional Similarity Search 2007 VLDB 0.0002427237
430 The Onion Technique: Indexing for Linear Optimization Queries 2000 SIGMOD 0.00023463938
605 Locality-Sensitive Hashing Scheme Based on Dynamic Collision Counting 2012 SIGMOD 0.000193396
1,126 Trajectory Clustering: A Partition-and-Group Framework 2007 SIGMOD 0.00013821443
1,162 k-Nearest Neighbors in Uncertain Graphs 2010 VLDB 0.0001358105
1,305 Bayesian Locality Sensitive Hashing for Fast Similarity Search 2012 VLDB 0.00012687101
1,971 LazyLSH: Approximate Nearest Neighbor Search for Multiple Distance Functions with a Single Index 2016 SIGMOD 9.893198e-05
2,385 Comparing and Aggregating Rankings with Ties 2004 PODS 8.9247846e-05
3,056 DSH: Data Sensitive Hashing for High-Dimensional k-NN Search 2014 SIGMOD 7.6432146e-05
3,463 Towards Robust Indexing for Ranked Queries 2006 VLDB 7.069675e-05
3,510 Inter-Media Hashing for Large-scale Retrieval from Heterogeneous Data Sources 2013 SIGMOD 7.0258619e-05
3,546 Extracting Top-K Insights from Multi-dimensional Data 2017 SIGMOD 6.9870745e-05
3,570 Location-Aware Type Ahead Search on Spatial Databases: Semantics and Efficiency 2011 SIGMOD 6.958427e-05
4,112 Searching Trajectories by Locations - An Efficiency Study 2010 SIGMOD 6.4422697e-05
4,713 SharkDB: An In-Memory Storage System for Massive Trajectory Data 2015 SIGMOD 5.9786915e-05
4,960 Reverse Spatial and Textual k Nearest Neighbor Search 2011 SIGMOD 5.7987607e-05
5,789 Interactive Navigation of Open Data Linkages 2017 VLDB 5.3269741e-05
5,917 VoR-Tree: R-trees with Voronoi Diagrams for Efficient Processing of Spatial Nearest Neighbor Queries 2010 VLDB 5.2739511e-05
6,200 k-Nearest Neighbors on Road Networks: A Journey in Experimentation and In-Memory Implementation 2016 VLDB 5.1602201e-05
7,265 Efficient Computation of Top-k Frequent Terms over Spatio-temporal Ranges 2017 SIGMOD 4.7834983e-05
7,462 Maximizing Bichromatic Reverse Spatial and Textual k Nearest Neighbor Queries 2016 VLDB 4.7233035e-05
8,419 MoveMine: Mining Moving Object Databases 2010 SIGMOD 4.5180464e-05
8,629 Spatial Queries with Two kNN Predicates 2012 VLDB 4.4809879e-05
8,857 Distributed Evaluation of Top-k Temporal Joins 2016 SIGMOD 4.4345027e-05
9,358 Probabilistic Nearest Neighbor Queries on Uncertain Moving Object Trajectories 2014 VLDB 4.3510473e-05
9,897 VIP-Tree: An Effective Index for Indoor Spatial Queries 2017 VLDB 4.2600049e-05
9,898 Top-k Relevant Semantic Place Retrieval on Spatial RDF Data 2016 SIGMOD 4.2600049e-05
9,900 An Extendable Framework for Managing Uncertain Spatio-Temporal Data 2014 SIGMOD 4.2600049e-05
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