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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
3787
Venue
SIGMOD
Year
2006
Pagerank
0.00010555742
Overall Rank
1,788 | 87.57%
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
586 DBToaster: Higher-order Delta Processing for Dynamic, Frequently Fresh Views 2012 VLDB 0.00019685374
1,551 Out-of-Order Processing: A New Architecture for High-Performance Stream Systems 2008 VLDB 0.00011416058
1,863 Cheetah: A High Performance, Custom Data Warehouse on Top of MapReduce 2010 VLDB 0.00010286531
2,031 On Complexity and Optimization of Expensive Queries in Complex Event Processing 2014 SIGMOD 9.7377256e-05
3,378 General Incremental Sliding-Window Aggregation 2015 VLDB 7.1622572e-05
4,488 Analyzing Efficient Stream Processing on Modern Hardware 2019 VLDB 6.145117e-05
4,673 Continuous Analytics: Rethinking Query Processing in a Network-Effect World 2009 CIDR 6.0058653e-05
5,193 LightSaber: Efficient Window Aggregation on Multi-core Processors 2020 SIGMOD 5.6371049e-05
5,489 To Share, or not to Share Online Event Trend Aggregation Over Bursty Event Streams 2021 SIGMOD 5.4782335e-05
5,971 Optimal and General Out-of-Order Sliding-Window Aggregation 2019 VLDB 5.2480159e-05
6,396 GRETA: Graph-based Real-time Event Trend Aggregation 2018 VLDB 5.0824714e-05
6,469 Materialization and Reuse Optimizations for Production Data Science Pipelines 2022 SIGMOD 5.0519488e-05
6,753 State-Slice: New Paradigm of Multi-query Optimization of Window-based Stream Queries 2006 VLDB 4.9387235e-05
6,759 AStream: Ad-hoc Shared Stream Processing 2019 SIGMOD 4.9352213e-05
6,875 E-Cube: Multi-Dimensional Event Sequence Analysis Using Hierarchical Pattern Query Sharing 2011 SIGMOD 4.8978754e-05
6,988 CrocodileDB: Efficient Database Execution through Intelligent Deferment 2020 CIDR 4.8718019e-05
6,991 Sharing-Aware Outlier Analytics over High-Volume Data Streams 2016 SIGMOD 4.8702811e-05
7,062 EAGr: Supporting Continuous Ego-centric Aggregate Queries over Large Dynamic Graphs 2014 SIGMOD 4.8462038e-05
7,419 A Shared Execution Strategy for Multiple Pattern Mining Requests over Streaming Data 2009 VLDB 4.7348504e-05
7,660 Scalable Delivery of Stream Query Result 2009 VLDB 4.6862657e-05
7,701 Resource-efficient Shared Query Execution via Exploiting Time Slackness 2021 SIGMOD 4.6741329e-05
8,349 Event Trend Aggregation Under Rich Event Matching Semantics 2019 SIGMOD 4.5405018e-05
9,581 Sharing Aggregate Computation for Distributed Queries 2007 SIGMOD 4.3227214e-05
9,617 Complex Event Analytics: Online Aggregation of Stream Sequence Patterns 2014 SIGMOD 4.3176634e-05
11,502 In the Land of Data Streams where Synopses are Missing, One Framework to Bring Them All 2021 VLDB 4.1945683e-05
11,709 Robust, Scalable, Real-Time Event Time Series Aggregation at Twitter 2018 SIGMOD 4.1945683e-05
11,958 Shared Execution of Recurring Workloads in MapReduce 2015 VLDB 4.1945683e-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 0.0011708144
41 NiagaraCQ: A Scalable Continuous Query System for Internet Databases 2000 SIGMOD 0.00073964959
142 TelegraphCQ: Continuous Dataflow Processing for an Uncertain World 2003 CIDR 0.00041725802
179 Efficient and Extensible Algorithms for Multi Query Optimization 2000 SIGMOD 0.00037672155
194 Query Processing, Resource Management, and Approximation in a Data Stream Management System 2003 CIDR 0.00035426067
205 Monitoring Streams – A New Class of Data Management Applications 2002 VLDB 0.00034731577
244 Continuously Adaptive Continuous Queries over Streams 2002 SIGMOD 0.00031066222
323 Gigascope: A Stream Database for Network Applications 2003 SIGMOD 0.00027492196
724 FAD, a Powerful and Simple Database Language 1987 VLDB 0.00017536758
726 Load Shedding in a Data Stream Manager 2003 VLDB 0.00017511209
911 Design Considerations for High Fan-in Systems: The HiFi Approach 2005 CIDR 0.00015419842
985 Streaming Queries over Streaming Data 2002 VLDB 0.00014852471
1,554 Resource Sharing in Continuous Sliding-Window Aggregates 2004 VLDB 0.00011400581
1,887 Caching Multidimensional Queries Using Chunks 1998 SIGMOD 0.00010204659
3,126 Scheduling for shared window joins over data streams 2003 VLDB 7.5046934e-05
4,267 The Case for Precision Sharing 2004 VLDB 6.3084955e-05
5,001 Multiple Aggregations Over Data Streams 2005 SIGMOD 5.7678084e-05
7,282 Update-Pattern-Aware Modeling and Processing of Continuous Queries 2005 SIGMOD 4.776631e-05
12,535 Predicate Result Range Caching for Continuous Queries 2005 SIGMOD 4.1945683e-05
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