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On-the-Fly Sharing for Streamed Aggregation

Summary: On-the-fly sharing for streaming aggregate queries with differing periodic windows and arbitrary predicates. A dynamic sharing technique requiring no upfront multi-query optimization, robust to queries joining/leaving, delivering up to 10x speedups over the state of the art on real data. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
3788
Venue
SIGMOD
Year
2006
Pagerank
0.0001052731
Overall Rank
1,791 | 87.56%
DOI
-

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 27 of 27 citing papers.

Rank Citing Paper Year Venue Pagerank
585 DBToaster: Higher-order Delta Processing for Dynamic, Frequently Fresh Views 2012 VLDB 0.00019682634
1,549 Out-of-Order Processing: A New Architecture for High-Performance Stream Systems 2008 VLDB 0.00011407374
1,945 Cheetah: A High Performance, Custom Data Warehouse on Top of MapReduce 2010 VLDB 0.0001000706
2,029 On Complexity and Optimization of Expensive Queries in Complex Event Processing 2014 SIGMOD 9.7344839e-05
3,425 General Incremental Sliding-Window Aggregation 2015 VLDB 7.1042928e-05
4,490 Analyzing Efficient Stream Processing on Modern Hardware 2019 VLDB 6.137834e-05
4,673 Continuous Analytics: Rethinking Query Processing in a Network-Effect World 2009 CIDR 6.0000861e-05
5,357 LightSaber: Efficient Window Aggregation on Multi-core Processors 2020 SIGMOD 5.5512343e-05
5,501 To Share, or not to Share Online Event Trend Aggregation Over Bursty Event Streams 2021 SIGMOD 5.4731481e-05
6,133 Optimal and General Out-of-Order Sliding-Window Aggregation 2019 VLDB 5.1917864e-05
6,392 GRETA: Graph-based Real-time Event Trend Aggregation 2018 VLDB 5.0777691e-05
6,464 Materialization and Reuse Optimizations for Production Data Science Pipelines 2022 SIGMOD 5.0471003e-05
6,760 AStream: Ad-hoc Shared Stream Processing 2019 SIGMOD 4.9304882e-05
6,871 State-Slice: New Paradigm of Multi-query Optimization of Window-based Stream Queries 2006 VLDB 4.8966771e-05
6,880 E-Cube: Multi-Dimensional Event Sequence Analysis Using Hierarchical Pattern Query Sharing 2011 SIGMOD 4.8934688e-05
6,986 CrocodileDB: Efficient Database Execution through Intelligent Deferment 2020 CIDR 4.8672517e-05
6,990 Sharing-Aware Outlier Analytics over High-Volume Data Streams 2016 SIGMOD 4.8656085e-05
7,057 EAGr: Supporting Continuous Ego-centric Aggregate Queries over Large Dynamic Graphs 2014 SIGMOD 4.841817e-05
7,418 A Shared Execution Strategy for Multiple Pattern Mining Requests over Streaming Data 2009 VLDB 4.7306322e-05
7,658 Scalable Delivery of Stream Query Result 2009 VLDB 4.6817213e-05
7,699 Resource-efficient Shared Query Execution via Exploiting Time Slackness 2021 SIGMOD 4.6696504e-05
8,344 Event Trend Aggregation Under Rich Event Matching Semantics 2019 SIGMOD 4.5363237e-05
9,582 Sharing Aggregate Computation for Distributed Queries 2007 SIGMOD 4.3185789e-05
9,617 Complex Event Analytics: Online Aggregation of Stream Sequence Patterns 2014 SIGMOD 4.3135276e-05
11,506 In the Land of Data Streams where Synopses are Missing, One Framework to Bring Them All 2021 VLDB 4.1905499e-05
11,715 Robust, Scalable, Real-Time Event Time Series Aggregation at Twitter 2018 SIGMOD 4.1905499e-05
11,966 Shared Execution of Recurring Workloads in MapReduce 2015 VLDB 4.1905499e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 19 of 19 cited papers.

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

Rank Cited Paper Year Venue Pagerank
11 Implementing Data Cubes Efficiently 1996 SIGMOD 0.0011695087
41 NiagaraCQ: A Scalable Continuous Query System for Internet Databases 2000 SIGMOD 0.00073944756
143 TelegraphCQ: Continuous Dataflow Processing for an Uncertain World 2003 CIDR 0.00041688468
179 Efficient and Extensible Algorithms for Multi Query Optimization 2000 SIGMOD 0.00037637319
194 Query Processing, Resource Management, and Approximation in a Data Stream Management System 2003 CIDR 0.00035402379
204 Monitoring Streams – A New Class of Data Management Applications 2002 VLDB 0.00034696955
244 Continuously Adaptive Continuous Queries over Streams 2002 SIGMOD 0.00031037999
324 Gigascope: A Stream Database for Network Applications 2003 SIGMOD 0.00027465124
722 FAD, a Powerful and Simple Database Language 1987 VLDB 0.00017505795
723 Load Shedding in a Data Stream Manager 2003 VLDB 0.00017493042
908 Design Considerations for High Fan-in Systems: The HiFi Approach 2005 CIDR 0.00015405471
984 Streaming Queries over Streaming Data 2002 VLDB 0.00014840586
1,557 Resource Sharing in Continuous Sliding-Window Aggregates 2004 VLDB 0.00011381807
1,890 Caching Multidimensional Queries Using Chunks 1998 SIGMOD 0.0001018961
3,138 Scheduling for shared window joins over data streams 2003 VLDB 7.4919127e-05
4,263 The Case for Precision Sharing 2004 VLDB 6.3014952e-05
5,004 Multiple Aggregations Over Data Streams 2005 SIGMOD 5.7603173e-05
7,280 Update-Pattern-Aware Modeling and Processing of Continuous Queries 2005 SIGMOD 4.7718173e-05
12,544 Predicate Result Range Caching for Continuous Queries 2005 SIGMOD 4.1905499e-05
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