Toward High-Performance Distributed Stream Processing via Approximate Fault Tolerance
Summary: AF-Stream introduces approximate fault tolerance for distributed streams: adaptive, selectively issued backups bound failure-induced errors theoretically while reducing overhead. Its extensible model supports general streaming algorithms with few tuning parameters and sustains high performance and accuracy across failures. (summarized by gpt-5.6-luna on Jul 24 2026)
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Authors
- 1. Qun Huang (Chinese University of Hong Kong)
- 2. Patrick P. C. Lee (Chinese University of Hong Kong)
BibTeX Citation
@article{huang_vldb17,
title = {{Toward High-Performance Distributed Stream Processing via Approximate Fault Tolerance}},
author = {Huang, Qun and Lee, Patrick P. C.},
journal = {PVLDB},
series = {{VLDB} '17},
volume = {10},
number = {3},
pages = {73--84},
doi = {10.14778/3021924.3021927},
url = {https://doi.org/10.14778/3021924.3021927},
year = {2017}
}
Incoming Citations (Sorted by Pagerank)
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Outgoing Citations (Sorted by Pagerank)
Showing 10 of 10 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 131 | Ripple Joins for Online Aggregation | 1999 | SIGMOD | 0.00030424509 |
| 224 | MillWheel: Fault-Tolerant Stream Processing at Internet Scale | 2013 | VLDB | 0.00024130894 |
| 452 | An Architecture for Parallel Topic Models | 2010 | VLDB | 0.00018146809 |
| 612 | Twitter Heron: Stream Processing at Scale | 2015 | SIGMOD | 0.0001573018 |
| 983 | Integrating Scale Out and Fault Tolerance in Stream Processing using Operator State Management | 2013 | SIGMOD | 0.0001283214 |
| 1,090 | Scalable Distributed Stream Processing | 2003 | CIDR | 0.0001224178 |
| 1,209 | Highly Available, Fault-Tolerant, Parallel Dataflows | 2004 | SIGMOD | 0.00011657178 |
| 1,785 | A Scalable Hash Ripple Join Algorithm | 2002 | SIGMOD | 9.7702627e-05 |
| 1,789 | Fault-Tolerance in the Borealis Distributed Stream Processing System | 2005 | SIGMOD | 9.7502324e-05 |
| 1,945 | Continuous Analytics Over Discontinuous Streams | 2010 | SIGMOD | 9.4348569e-05 |
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