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A Heartbeat Mechanism and its Application in Gigascope

Summary: Punctuation-carrying heartbeats for Gigascope propagate progress from low-level plan nodes, preventing multi-stream operators from blocking on slow or bursty inputs. Industrial deployment at multi-Gigabit rates reduces memory use and supports failure detection, monitoring, and optimization. (summarized by gpt-5.6-luna on Jul 24 2026)

Paper ID
hd23a3dc9245ac83f
Venue
VLDB
Year
2005
Pagerank
7.4006534e-05
Overall Rank
3,336 | 77.64%
DOI
-

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{johnson_vldb05,
        title = {{A Heartbeat Mechanism and its Application in Gigascope}},
        author = {Johnson, Theodore and Muthukrishnan, S. and Shkapenyuk, Vladislav and Spatscheck, Oliver},
        journal = {PVLDB},
        series = {{VLDB} '05},
        year = {2005}
}

Incoming Citations (Sorted by Pagerank)

Showing 7 of 7 citing papers.

Rank Citing Paper Year Venue Pagerank
219 MillWheel: Fault-Tolerant Stream Processing at Internet Scale 2013 VLDB 0.0002429959
328 The Dataflow Model: A Practical Approach to Balancing Correctness, Latency, and Cost in Massive-Scale, Unbounded, Out-of-Order Data Processing 2015 VLDB 0.00020889528
1,202 Out-of-Order Processing: A New Architecture for High-Performance Stream Systems 2008 VLDB 0.00011523108
4,120 On-the-fly Progress Detection in Iterative Stream Queries 2009 VLDB 6.783316e-05
4,571 Consistency in a Stream Warehouse 2011 CIDR 6.5152755e-05
7,097 Inter-Operator Feedback in Data Stream Management Systems via Punctuation 2009 CIDR 5.5852083e-05
12,712 Bistro Data Feed Management System 2011 SIGMOD 4.9605343e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 11 of 11 cited papers.

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

Rank Cited Paper Year Venue Pagerank
26 Models and Issues in Data Stream Systems 2002 PODS 0.00051942573
112 TelegraphCQ: Continuous Dataflow Processing for an Uncertain World 2003 CIDR 0.00032341214
128 The Design of the Borealis Stream Processing Engine 2005 CIDR 0.00030317705
173 Monitoring Streams – A New Class of Data Management Applications 2002 VLDB 0.0002691472
240 Gigascope: A Stream Database for Network Applications 2003 SIGMOD 0.00023371986
433 Flexible Time Management in Data Stream Systems 2004 PODS 0.00018370788
1,105 Scalable Distributed Stream Processing 2003 CIDR 0.00011960796
1,680 Semantics and Evaluation Techniques for Window Aggregates in Data Streams 2005 SIGMOD 9.8853739e-05
1,733 Gigascope: High Performance Network Monitoring with an SQL Interface 2002 SIGMOD 9.7551748e-05
5,341 Sampling Algorithms in a Stream Operator 2005 SIGMOD 6.1596655e-05
5,485 Data Stream Query Processing: A Tutorial 2003 VLDB 6.0976873e-05
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# Overall Rank Paper Year Venue
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4 1,733 Gigascope: High Performance Network Monitoring with an SQL Interface 2002 SIGMOD
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7 1,202 Out-of-Order Processing: A New Architecture for High-Performance Stream Systems 2008 VLDB
8 240 Gigascope: A Stream Database for Network Applications 2003 SIGMOD
9 7,308 Query-Aware Partitioning for Monitoring Massive Network Data Streams 2008 SIGMOD
10 433 Flexible Time Management in Data Stream Systems 2004 PODS