Design Considerations for High Fan-in Systems: The HiFi Approach

Summary: Characterizes 'high fan-in' systems—many edge receptors feeding cascaded streams—and key challenges: scalable successive aggregation, bandwidth/latency limits, and aggregation semantics. Introduces HiFi: a uniform, query-driven design and prototype for composable, bandwidth-aware aggregation. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID: h16478a2c713f539e
Venue: CIDR
Year: 2005
Pagerank: 0.00010917457
Overall Rank: 1,358 | 90.88%
DOI: -

Incoming Non-self Citations Over Time

Authors

1. Michael J. Franklin (University of California Berkeley)
2. Shawn R. Jeffery (University of California Berkeley)
3. Sailesh Krishnamurthy (University of California Berkeley)
4. Frederick Reiss (University of California Berkeley)
5. Shariq Rizvi (University of California Berkeley)
6. Eugene Wu (University of California Berkeley)
7. Owen Cooper (University of California Berkeley)
8. Anil Edakkunni (University of California Berkeley)
9. Wei Hong (Intel)

BibTeX Citation

@inproceedings{franklin_cidr05,
        address = {Amsterdam, Netherlands},
        series = {{CIDR} '05},
        title = {{Design Considerations for High Fan-in Systems: The HiFi Approach}},
        booktitle = {Proceedings of the {Conference} on {Innovative} {Data} {Systems} {Research}},
        author = {Franklin, Michael J. and Jeffery, Shawn R. and Krishnamurthy, Sailesh and Reiss, Frederick and Rizvi, Shariq and Wu, Eugene and Cooper, Owen and Edakkunni, Anil and Hong, Wei},
        year = {2005}
}

Incoming Citations (Sorted by Pagerank)

Showing 17 of 17 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
241	High-Performance Complex Event Processing over Streams	2006	SIGMOD	0.00023408695
895	Consistent Streaming Through Time: A Vision for Event Stream Processing	2007	CIDR	0.00013204961
1,361	Adaptive Cleaning for RFID Data Streams	2006	VLDB	0.00010912941
1,383	On-the-Fly Sharing for Streamed Aggregation	2006	SIGMOD	0.00010842596
3,935	Operator Placement for In-Network Stream Query Processing	2005	PODS	6.91442e-05
4,879	Events on the Edge	2005	SIGMOD	6.3692634e-05
5,940	Leveraging Spatio-Temporal Redundancy for RFID Data Cleansing	2010	SIGMOD	5.9378083e-05
6,534	Moirae: History-Enhanced Monitoring	2007	CIDR	5.7517687e-05
6,850	Capturing Data Uncertainty in High-Volume Stream Processing	2009	CIDR	5.6635511e-05
7,280	SwissQM: Next Generation Data Processing in Sensor Networks	2007	CIDR	5.5645528e-05
7,495	SmartCIS: Integrating Digital and Physical Environments	2009	SIGMOD	5.5081697e-05
7,517	Compact Histograms for Hierarchical Identifiers	2006	VLDB	5.5025167e-05
9,647	A Middleware for Fast and Flexible Sensor Network Deployment	2006	VLDB	5.1435232e-05
9,747	Declarative Data Serving: The Future of Machine Learning Inference on the Edge	2021	VLDB	5.1325223e-05
12,658	SwissBox: An Architecture for Data Processing Appliances	2011	CIDR	4.9769913e-05
12,698	Distributed Inference and Query Processing for RFID Tracking and Monitoring	2011	VLDB	4.9769913e-05
12,969	Suppression and Failures in Sensor Networks: A Bayesian Approach	2007	VLDB	4.9769913e-05

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
25	NiagaraCQ: A Scalable Continuous Query System for Internet Databases	2000	SIGMOD	0.00053906051
112	TelegraphCQ: Continuous Dataflow Processing for an Uncertain World	2003	CIDR	0.00032445088
117	Querying Heterogeneous Information Sources Using Source Descriptions	1996	VLDB	0.00031616101
152	Query Processing, Resource Management, and Approximation in a Data Stream Management System	2003	CIDR	0.00028657752
171	Monitoring Streams – A New Class of Data Management Applications	2002	VLDB	0.00026999348
334	An Adaptive Query Execution System for Data Integration*	1999	SIGMOD	0.00020682536
532	Answering Recursive Queries Using Views	1997	PODS	0.00016821057
567	Answering Queries with Aggregation Using Views	1996	VLDB	0.00016264813
568	Extending Query Rewriting Techniques for Fine-Grained Access Control	2004	SIGMOD	0.00016254878
936	A Scalable Algorithm for Answering Queries Using Views	2000	VLDB	0.00012983552
1,101	Scalable Distributed Stream Processing	2003	CIDR	0.00011999722
1,817	Broadcast Disks: Data Management for Asymmetric Communication Environments	1995	SIGMOD	9.5704315e-05
2,559	AQuery: Query Language for Ordered Data, Optimization Techniques, and Experiments	2003	VLDB	8.2963498e-05
5,363	Load Management and High Availability in the Medusa Distributed Stream Processing System	2004	SIGMOD	6.1591401e-05
5,796	Network-Aware Query Processing for Stream-based Applications	2004	VLDB	5.9901244e-05
6,045	Remembrance of Streams Past: Overload-Sensitive Management of Archived Streams	2004	VLDB	5.9033006e-05
7,151	An Integration Framework for Sensor Networks and Data Stream Management Systems	2004	VLDB	5.5963104e-05
7,543	HiFi: A Unified Architecture for High Fan-in Systems (System Demonstration)	2004	VLDB	5.4970407e-05
8,544	IrisNet: Internet-scale Resource-Intensive Sensor Services	2003	SIGMOD	5.3181618e-05

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2	2,810	Managing RFID Data (Extended Abstract)	2004	VLDB
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