Adaptive Cleaning for RFID Data Streams

Summary: Declarative, adaptive SMURF treats RFID readings as samples from the physical world and infers the optimal smoothing window. Uses binomial sampling and pi-estimators to adaptively set smoothing window, enabling principled, accurate RFID data cleaning. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: h371a609cda75b1b7
Venue: VLDB
Year: 2006
Pagerank: 0.00010912941
Overall Rank: 1,361 | 90.86%
DOI: -

Incoming Non-self Citations Over Time

Authors

1. Shawn R. Jeffery (University of California Berkeley)
2. Minos Garofalakis (Intel)
3. Michael J. Franklin (University of California Berkeley)

BibTeX Citation

@article{jeffery_vldb06,
        title = {{Adaptive Cleaning for RFID Data Streams}},
        author = {Jeffery, Shawn R. and Garofalakis, Minos and Franklin, Michael J.},
        journal = {PVLDB},
        series = {{VLDB} '06},
        pages = {163--174},
        year = {2006}
}

Incoming Citations (Sorted by Pagerank)

Showing 20 of 20 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
587	Management of Probabilistic Data: Foundations and Challenges	2007	PODS	0.00015927027
1,044	Data Cleaning: Overview and Emerging Challenges	2016	SIGMOD	0.00012329478
2,972	Time Series Data Cleaning: From Anomaly Detection to Anomaly Repairing	2017	VLDB	7.793491e-05
3,112	Event Queries on Correlated Probabilistic Streams	2008	SIGMOD	7.6351481e-05
5,111	Sequential Data Cleaning: A Statistical Approach	2016	SIGMOD	6.2671754e-05
5,154	Learning-Based Cleansing for Indoor RFID Data	2016	SIGMOD	6.2489851e-05
5,940	Leveraging Spatio-Temporal Redundancy for RFID Data Cleansing	2010	SIGMOD	5.9378083e-05
6,177	PODS: A New Model and Processing Algorithms for Uncertain Data Streams	2010	SIGMOD	5.8582407e-05
6,288	Multivariate Time Series Cleaning under Speed Constraints	2024	SIGMOD	5.8203148e-05
6,310	SCREEN: Stream Data Cleaning under Speed Constraints	2015	SIGMOD	5.8151463e-05
7,252	Akane: Perplexity-Guided Time Series Data Cleaning	2024	SIGMOD	5.5714652e-05
7,882	Spatial Data Quality in the IoT Era: Management and Exploitation	2022	SIGMOD	5.4320965e-05
8,457	Access Control over Uncertain Data	2008	VLDB	5.3324907e-05
9,779	Dynamic Pricing in Spatial Crowdsourcing: A Matching-Based Approach	2018	SIGMOD	5.129285e-05
11,210	The Best of Both Worlds: On Repairing Timestamps and Attribute Values for Multivariate Time Series	2025	SIGMOD	4.9769913e-05
12,042	LOCATER: Cleaning WiFi Connectivity Datasets for Semantic Localization	2021	VLDB	4.9769913e-05
12,355	Scalable Approximate Query Tracking over Highly Distributed Data Streams	2016	SIGMOD	4.9769913e-05
12,713	TACO: Tunable Approximate Computation of Outliers in Wireless Sensor Networks	2010	SIGMOD	4.9769913e-05
12,850	Efficient Storage Scheme and Query Processing for Supply Chain Management using RFID	2008	SIGMOD	4.9769913e-05
12,896	Systems Aspects of Probabilistic Data Management	2008	VLDB	4.9769913e-05

Outgoing Citations (Sorted by Pagerank)

Showing 7 of 7 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	0.00052097907
112	TelegraphCQ: Continuous Dataflow Processing for an Uncertain World	2003	CIDR	0.00032445088
343	Model-Driven Data Acquisition in Sensor Networks	2004	VLDB	0.00020510274
1,358	Design Considerations for High Fan-in Systems: The HiFi Approach	2005	CIDR	0.00010917457
1,947	Aurora: A Data Stream Management System	2003	SIGMOD	9.320509e-05
2,042	Temporal Management of RFID Data	2005	VLDB	9.1387661e-05
3,437	Integrating Automatic Data Acquisition with Business Processes: Experiences with SAP's Auto-ID Infrastructure	2004	VLDB	7.2963742e-05

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#	Overall Rank	Paper	Year	Venue
1	912	Adaptive Stream Resource Management Using Kalman Filters	2004	SIGMOD
2	3,547	Approximately Detecting Duplicates for Streaming Data using Stable Bloom Filters	2006	SIGMOD
3	3,112	Event Queries on Correlated Probabilistic Streams	2008	SIGMOD
4	2,364	SASE: Complex Event Processing over Streams	2007	CIDR
5	241	High-Performance Complex Event Processing over Streams	2006	SIGMOD
6	2,042	Temporal Management of RFID Data	2005	VLDB
7	12,698	Distributed Inference and Query Processing for RFID Tracking and Monitoring	2011	VLDB
8	5,154	Learning-Based Cleansing for Indoor RFID Data	2016	SIGMOD
9	6,474	A Deferred Cleansing Method for RFID Data Analytics	2006	VLDB
10	5,940	Leveraging Spatio-Temporal Redundancy for RFID Data Cleansing	2010	SIGMOD