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)
Incoming Non-self Citations Over Time
Authors
- 1. Asif Iqbal Baba
- 2. Manfred Jaeger
- 3. Hua Lu
- 4. Torben Bach Pedersen
- 5. Wei-Shinn Ku
- 6. Xike Xie
Incoming Citations (Sorted by Pagerank)
Showing 8 of 8 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 7,223 | Akane: Perplexity-Guided Time Series Data Cleaning | 2024 | SIGMOD | 4.7965857e-05 |
| 9,494 | Spatial Data Quality in the IoT Era: Management and Exploitation | 2022 | SIGMOD | 4.3341665e-05 |
| 9,560 | MTSClean: Efficient Constraint-based Cleaning for Multi-Dimensional Time Series Data | 2024 | VLDB | 4.3254416e-05 |
| 10,081 | From Suspicious Errors to Valid Data: On Repairing Spatio-Temporal Data via Spatial and Temporal Dependencies | 2026 | SIGMOD | 4.1945683e-05 |
| 10,211 | SHoTClean: Bridging Soft and Hard Constraints for Multivariate Time Series Cleaning | 2026 | SIGMOD | 4.1945683e-05 |
| 10,511 | The Best of Both Worlds: On Repairing Timestamps and Attribute Values for Multivariate Time Series | 2025 | SIGMOD | 4.1945683e-05 |
| 10,855 | bNDCRepair: Cleaning both Data Errors and Inaccurate Constraints on Numerical Sequential Data | 2025 | VLDB | 4.1945683e-05 |
| 11,536 | LOCATER: Cleaning WiFi Connectivity Datasets for Semantic Localization | 2021 | VLDB | 4.1945683e-05 |
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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 |
|---|---|---|---|---|
| 74 | Efficient Query Evaluation on Probabilistic Databases | 2004 | VLDB | 0.00057857292 |
| 1,594 | Adaptive Cleaning for RFID Data Streams | 2006 | VLDB | 0.00011222484 |
| 2,070 | Temporal Management of RFID Data | 2005 | VLDB | 9.6254139e-05 |
| 2,466 | Managing RFID Data | 2004 | VLDB | 8.7505796e-05 |
| 5,808 | Leveraging Spatio-Temporal Redundancy for RFID Data Cleansing | 2010 | SIGMOD | 5.3185608e-05 |
| 6,199 | Supporting RFID-based Item Tracking Applications in Oracle DBMS Using a Bitmap Datatype | 2005 | VLDB | 5.1605194e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 2,340 | SASE: Complex Event Processing over Streams | 2007 | CIDR | 9.004232e-05 |
| 12,361 | Efficient Storage Scheme and Query Processing for Supply Chain Management using RFID | 2008 | SIGMOD | 4.1945683e-05 |
| 3,398 | Event Queries on Correlated Probabilistic Streams | 2008 | SIGMOD | 7.141911e-05 |
| 9,427 | A Generic Framework for Handling Uncertain Data with Local Correlations | 2011 | VLDB | 4.3441378e-05 |
| 2,466 | Managing RFID Data | 2004 | VLDB | 8.7505796e-05 |
| 12,206 | Distributed Inference and Query Processing for RFID Tracking and Monitoring | 2011 | VLDB | 4.1945683e-05 |
| 2,070 | Temporal Management of RFID Data | 2005 | VLDB | 9.6254139e-05 |
| 6,419 | A Deferred Cleansing Method for RFID Data Analytics | 2006 | VLDB | 5.0690363e-05 |
| 1,594 | Adaptive Cleaning for RFID Data Streams | 2006 | VLDB | 0.00011222484 |
| 5,808 | Leveraging Spatio-Temporal Redundancy for RFID Data Cleansing | 2010 | SIGMOD | 5.3185608e-05 |