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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
hd1cbe7f1984cfdd7
Venue
SIGMOD
Year
2006
Pagerank
0.00010806922
Overall Rank
1,388 | 90.70%
DOI
10.1145/1142473.1142543

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{krishnamurthy_sigmod06,
        title = {{On-the-Fly Sharing for Streamed Aggregation}},
        author = {Krishnamurthy, Sailesh and Wu, Chung and Franklin, Michael J.},
        series = {{SIGMOD} '06},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/1142473.1142543},
        url = {https://dl.acm.org/doi/10.1145/1142473.1142543},
        year = {2006}
}

Incoming Citations (Sorted by Pagerank)

Showing 27 of 27 citing papers.

Rank Citing Paper Year Venue Pagerank
408 DBToaster: Higher-order Delta Processing for Dynamic, Frequently Fresh Views 2012 VLDB 0.00018836656
1,202 Out-of-Order Processing: A New Architecture for High-Performance Stream Systems 2008 VLDB 0.00011523108
1,586 On Complexity and Optimization of Expensive Queries in Complex Event Processing 2014 SIGMOD 0.0001012531
1,850 Cheetah: A High Performance, Custom Data Warehouse on Top of MapReduce 2010 VLDB 9.4997173e-05
2,751 General Incremental Sliding-Window Aggregation 2015 VLDB 8.0416632e-05
3,939 Analyzing Efficient Stream Processing on Modern Hardware 2019 VLDB 6.8967981e-05
4,700 Continuous Analytics: Rethinking Query Processing in a Network-Effect World 2009 CIDR 6.4470579e-05
4,942 LightSaber: Efficient Window Aggregation on Multi-core Processors 2020 SIGMOD 6.3309707e-05
5,250 To Share, or not to Share Online Event Trend Aggregation Over Bursty Event Streams 2021 SIGMOD 6.197923e-05
5,861 Optimal and General Out-of-Order Sliding-Window Aggregation 2019 VLDB 5.9505926e-05
6,234 Materialization and Reuse Optimizations for Production Data Science Pipelines 2022 SIGMOD 5.825343e-05
6,320 GRETA: Graph-based Real-time Event Trend Aggregation 2018 VLDB 5.7964138e-05
6,607 AStream: Ad-hoc Shared Stream Processing 2019 SIGMOD 5.7187564e-05
6,671 State-Slice: New Paradigm of Multi-query Optimization of Window-based Stream Queries 2006 VLDB 5.6977582e-05
6,723 E-Cube: Multi-Dimensional Event Sequence Analysis Using Hierarchical Pattern Query Sharing 2011 SIGMOD 5.6835603e-05
6,835 CrocodileDB: Efficient Database Execution through Intelligent Deferment 2020 CIDR 5.6527238e-05
6,925 Sharing-Aware Outlier Analytics over High-Volume Data Streams 2016 SIGMOD 5.629255e-05
6,931 EAGr: Supporting Continuous Ego-centric Aggregate Queries over Large Dynamic Graphs 2014 SIGMOD 5.6272054e-05
7,741 Resource-efficient Shared Query Execution via Exploiting Time Slackness 2021 SIGMOD 5.4469162e-05
7,867 A Shared Execution Strategy for Multiple Pattern Mining Requests over Streaming Data 2009 VLDB 5.4207756e-05
8,512 Event Trend Aggregation Under Rich Event Matching Semantics 2019 SIGMOD 5.3115496e-05
8,850 Scalable Delivery of Stream Query Result 2009 VLDB 5.2489348e-05
9,931 Sharing Aggregate Computation for Distributed Queries 2007 SIGMOD 5.0956239e-05
9,982 Complex Event Analytics: Online Aggregation of Stream Sequence Patterns 2014 SIGMOD 5.0868637e-05
12,055 In the Land of Data Streams where Synopses are Missing, One Framework to Bring Them All 2021 VLDB 4.9605343e-05
12,262 Robust, Scalable, Real-Time Event Time Series Aggregation at Twitter 2018 SIGMOD 4.9605343e-05
12,496 Shared Execution of Recurring Workloads in MapReduce 2015 VLDB 4.9605343e-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 0.00070860346
25 NiagaraCQ: A Scalable Continuous Query System for Internet Databases 2000 SIGMOD 0.00053734242
112 TelegraphCQ: Continuous Dataflow Processing for an Uncertain World 2003 CIDR 0.00032341214
129 Efficient and Extensible Algorithms for Multi Query Optimization 2000 SIGMOD 0.00030314403
152 Query Processing, Resource Management, and Approximation in a Data Stream Management System 2003 CIDR 0.00028566618
173 Monitoring Streams – A New Class of Data Management Applications 2002 VLDB 0.0002691472
201 Continuously Adaptive Continuous Queries over Streams 2002 SIGMOD 0.00025363666
240 Gigascope: A Stream Database for Network Applications 2003 SIGMOD 0.00023371986
680 Load Shedding in a Data Stream Manager 2003 VLDB 0.00014799878
810 FAD, a Powerful and Simple Database Language 1987 VLDB 0.0001372686
856 Streaming Queries over Streaming Data 2002 VLDB 0.00013407433
1,290 Resource Sharing in Continuous Sliding-Window Aggregates 2004 VLDB 0.00011151196
1,364 Design Considerations for High Fan-in Systems: The HiFi Approach 2005 CIDR 0.00010881397
1,779 Caching Multidimensional Queries Using Chunks 1998 SIGMOD 9.6641413e-05
2,790 Scheduling for shared window joins over data streams 2003 VLDB 7.9949781e-05
4,082 The Case for Precision Sharing 2004 VLDB 6.8010384e-05
4,737 Multiple Aggregations Over Data Streams 2005 SIGMOD 6.4301074e-05
7,485 Update-Pattern-Aware Modeling and Processing of Continuous Queries 2005 SIGMOD 5.5003667e-05
13,066 Predicate Result Range Caching for Continuous Queries 2005 SIGMOD 4.9605343e-05
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