High Performance Stream Query Processing With Correlation-Aware Partitioning

Summary: Presents CMR, a practical correlation-aware multi-route optimizer for streaming data. It uses intra- and inter-stream correlations to partition data into route-specific plans and prune search, achieving up to 10x faster optimization and runtime. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 10905
Venue: VLDB
Year: 2014
Pagerank: 4.4170433e-05
Overall Rank: 8,979 | 37.54%
DOI: -

Incoming Non-self Citations Over Time

Authors

1. Lei Cao
2. Elke A. Rundensteiner

Incoming Citations (Sorted by Pagerank)

Showing 2 of 2 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
3,922	Pushing Data-Induced Predicates Through Joins in Big-Data Clusters	2020	VLDB	6.6291079e-05
9,435	AMNES: Accelerating the computation of data correlation using FPGAs	2023	VLDB	4.3430376e-05

Outgoing Citations (Sorted by Pagerank)

Showing 12 of 12 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
33	BIRCH: An Efficient Data Clustering Method for Very Large Databases	1996	SIGMOD	0.00077324389
115	Eddies: Continuously Adaptive Query Processing	2000	SIGMOD	0.00046221215
141	Selectivity Estimation Without the Attribute Value Independence Assumption	1997	VLDB	0.00041786333
191	The Design of the Borealis Stream Processing Engine	2005	CIDR	0.00035738595
1,043	Adaptive Ordering of Pipelined Stream Filters	2004	SIGMOD	0.00014476247
1,233	Maximizing the Output Rate of Multi-Way Join Queries over Streaming Information Sources	2003	VLDB	0.0001313363
1,467	SPADE: The System S Declarative Stream Processing Engine	2008	SIGMOD	0.00011849864
3,214	Query Optimization Techniques for Partitioned Tables	2011	SIGMOD	7.3661891e-05
4,883	Content-Based Routing: Different Plans for Different Data	2005	VLDB	5.8545658e-05
6,637	Approximating and Testing k-Histogram Distributions in Sub-linear Time	2012	PODS	4.9816401e-05
7,860	CAPE: Continuous Query Engine with Heterogeneous-Grained Adaptivity	2004	VLDB	4.6341054e-05
8,869	Sharing-Aware Horizontal Partitioning for Exploiting Correlations During Query Processing	2010	VLDB	4.4320338e-05

Semantically Similar Papers

Overall Rank	Paper	Year	Venue	Pagerank
5,727	Enabling Incremental Query Re-Optimization	2016	SIGMOD	5.3510544e-05
1,219	Rate-Based Query Optimization for Streaming Information Sources	2002	SIGMOD	0.00013223888
2,044	Optimization of Multi-Way Join Queries for Parallel Execution	1991	VLDB	9.6953608e-05
3,214	Query Optimization Techniques for Partitioned Tables	2011	SIGMOD	7.3661891e-05
9,305	Parallelizing Query Optimization on Shared-Nothing Architectures	2016	VLDB	4.3577129e-05
4,883	Content-Based Routing: Different Plans for Different Data	2005	VLDB	5.8545658e-05
6,476	Parallel Index-based Stream Join on a Multicore CPU	2020	SIGMOD	5.0496617e-05
4,930	Static Optimization of Conjunctive Queries with Sliding Windows Over Infinite Streams	2004	SIGMOD	5.8213082e-05
5,045	Massive Scale-out of Expensive Continuous Queries	2011	VLDB	5.740793e-05
8,869	Sharing-Aware Horizontal Partitioning for Exploiting Correlations During Query Processing	2010	VLDB	4.4320338e-05