Conceptual Partitioning: An Efficient Method for Continuous Nearest Neighbor Monitoring

Summary: Introduces conceptual partitioning (CPM) for continuous k-NN monitoring in dynamic data. CPM prunes updates to near-query objects, supports many static/moving queries, and extends to aggregate NN (ANN) with improved throughput. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 3672
Venue: SIGMOD
Year: 2005
Pagerank: 8.9605432e-05
Overall Rank: 2,360 | 83.59%
DOI: -

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 17 of 17 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
1,526	Monitoring Path Nearest Neighbor in Road Networks	2009	SIGMOD	0.00011512916
1,576	Continuous Nearest Neighbor Monitoring in Road Networks	2006	VLDB	0.00011286717
1,580	The New Casper: Query Processing for Location Services without Compromising Privacy	2006	VLDB	0.00011270239
1,784	Continuous Monitoring of Top-k Queries over Sliding Windows	2006	SIGMOD	0.00010567363
3,542	Efficient Proximity Detection among Mobile Users via Self-Tuning Policies	2010	VLDB	6.9921738e-05
3,626	Behavioral Simulations in MapReduce	2010	VLDB	6.9047458e-05
3,714	An Efficient Query Indexing Mechanism for Filtering Geo-Textual Data	2013	SIGMOD	6.8223298e-05
4,683	ST2B-tree: A Self-Tunable Spatio-Temporal B+-tree Index for Moving Objects	2008	SIGMOD	6.0010961e-05
4,746	An Experimental Analysis of Iterated Spatial Joins in Main Memory	2013	VLDB	5.9571146e-05
4,926	Nearest Neighbor Search with Strong Location Privacy	2010	VLDB	5.8225684e-05
5,269	A General Framework for Geo-Social Query Processing	2013	VLDB	5.5966244e-05
7,693	Processing and Optimizing Main Memory Spatial-Keyword Queries	2016	VLDB	4.6759281e-05
8,359	Waffle: A Workload-Aware and Query-Sensitive Framework for Disk-Based Spatial Indexing	2023	VLDB	4.5372925e-05
8,557	Lazy Updates: An Efficient Technique to Continuously Monitoring Reverse kNN	2009	VLDB	4.4937074e-05
8,986	Processing Proximity Relations in Road Networks	2010	SIGMOD	4.4153655e-05
11,207	Closest Pairs Search Over Data Stream	2023	SIGMOD	4.1945683e-05
12,167	FIFO Indexes for Decomposable Problems	2011	PODS	4.1945683e-05

Outgoing Citations (Sorted by Pagerank)

Showing 6 of 6 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
47	Nearest Neighbor Queries	1995	SIGMOD	0.0007015885
1,165	SINA: Scalable Incremental Processing of Continuous Queries in Spatio-temporal Databases	2004	SIGMOD	0.00013557822
1,682	Discovery of Influence Sets in Frequently Updated Databases	2001	VLDB	0.00010923103
2,702	Reverse Nearest Neighbor Aggregates Over Data Streams	2002	VLDB	8.2725214e-05
3,018	Approximate NN Queries on Streams with Guaranteed Error/performance Bounds	2004	VLDB	7.7002798e-05
3,814	Location-based Spatial Queries	2003	SIGMOD	6.7341058e-05

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8,557	Lazy Updates: An Efficient Technique to Continuously Monitoring Reverse kNN	2009	VLDB	4.4937074e-05
1,576	Continuous Nearest Neighbor Monitoring in Road Networks	2006	VLDB	0.00011286717
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