Learning-Based Cleansing for Indoor RFID Data

Summary: Proposes IR-MHMM, a learning-based cleansing model for indoor RFID data that handles noise and missing readings without spatio-temporal prior knowledge. Learned from raw data with three IR-MHMM designs; achieves cleansing accuracy comparable to KB-heavy approaches. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 5160
Venue: SIGMOD
Year: 2016
Pagerank: 6.3954412e-05
Overall Rank: 5,030 | 65.50%
DOI: 10.1145/2882903.2882907

Incoming Non-self Citations Over Time

Authors

1. Asif Iqbal Baba (Aalborg University)
2. Manfred Jaeger (Aalborg University)
3. Hua Lu (Aalborg University)
4. Torben Bach Pedersen (Aalborg University)
5. Wei-Shinn Ku (Auburn University)
6. Xike Xie (Aalborg University)

BibTeX Citation

@inproceedings{baba_sigmod16,
        title = {{Learning-Based Cleansing for Indoor RFID Data}},
        author = {Baba, Asif Iqbal and Jaeger, Manfred and Lu, Hua and Pedersen, Torben Bach and Ku, Wei-Shinn and Xie, Xike},
        series = {{SIGMOD} '16},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/2882903.2882907},
        url = {https://dl.acm.org/doi/10.1145/2882903.2882907},
        year = {2016}
}

Incoming Citations (Sorted by Pagerank)

Showing 8 of 8 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
7,104	Akane: Perplexity-Guided Time Series Data Cleaning	2024	SIGMOD	5.7020425e-05
8,435	Spatial Data Quality in the IoT Era: Management and Exploitation	2022	SIGMOD	5.4253644e-05
9,699	MTSClean: Efficient Constraint-based Cleaning for Multi-Dimensional Time Series Data	2024	VLDB	5.2351259e-05
10,372	From Suspicious Errors to Valid Data: On Repairing Spatio-Temporal Data via Spatial and Temporal Dependencies	2026	SIGMOD	5.093636e-05
10,500	SHoTClean: Bridging Soft and Hard Constraints for Multivariate Time Series Cleaning	2026	SIGMOD	5.093636e-05
10,784	The Best of Both Worlds: On Repairing Timestamps and Attribute Values for Multivariate Time Series	2025	SIGMOD	5.093636e-05
11,079	bNDCRepair: Cleaning both Data Errors and Inaccurate Constraints on Numerical Sequential Data	2025	VLDB	5.093636e-05
11,733	LOCATER: Cleaning WiFi Connectivity Datasets for Semantic Localization	2021	VLDB	5.093636e-05

Outgoing Citations (Sorted by Pagerank)

Showing 6 of 6 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
50	Efficient Query Evaluation on Probabilistic Databases	2004	VLDB	0.00043596705
1,331	Adaptive Cleaning for RFID Data Streams	2006	VLDB	0.00011130651
1,990	Temporal Management of RFID Data	2005	VLDB	9.3484709e-05
2,750	Managing RFID Data (Extended Abstract)	2004	VLDB	8.1650184e-05
5,834	Leveraging Spatio-Temporal Redundancy for RFID Data Cleansing	2010	SIGMOD	6.0721842e-05
6,152	Supporting RFID-based Item Tracking Applications in Oracle DBMS Using a Bitmap Datatype	2005	VLDB	5.9573045e-05

Semantically Similar Papers

#	Overall Rank	Paper	Year	Venue
1	2,314	SASE: Complex Event Processing over Streams	2007	CIDR
2	12,554	Efficient Storage Scheme and Query Processing for Supply Chain Management using RFID	2008	SIGMOD
3	3,050	Event Queries on Correlated Probabilistic Streams	2008	SIGMOD
4	9,581	A Generic Framework for Handling Uncertain Data with Local Correlations	2011	VLDB
5	2,750	Managing RFID Data (Extended Abstract)	2004	VLDB
6	12,401	Distributed Inference and Query Processing for RFID Tracking and Monitoring	2011	VLDB
7	1,990	Temporal Management of RFID Data	2005	VLDB
8	6,343	A Deferred Cleansing Method for RFID Data Analytics	2006	VLDB
9	1,331	Adaptive Cleaning for RFID Data Streams	2006	VLDB
10	5,834	Leveraging Spatio-Temporal Redundancy for RFID Data Cleansing	2010	SIGMOD