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MauveDB: Supporting Model-based User Views in Database Systems

Summary: Defines model-based views that hide data irregularities by applying models to incomplete data. MauveDB offers a declarative language for model-based views, SQL querying, and adaptive materialization to keep views current under updates; prototype demonstrates regression and interpolation. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
h86c1f18a045f9111
Venue
SIGMOD
Year
2006
Pagerank
0.00018631353
Overall Rank
417 | 97.20%
DOI
10.1145/1142473.1142483

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{deshpande_sigmod06,
        title = {{MauveDB: Supporting Model-based User Views in Database Systems}},
        author = {Deshpande, Amol and Madden, Samuel},
        series = {{SIGMOD} '06},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/1142473.1142483},
        url = {https://dl.acm.org/doi/10.1145/1142473.1142483},
        year = {2006}
}

Incoming Citations (Sorted by Pagerank)

Showing 37 of 37 citing papers.

Rank Citing Paper Year Venue Pagerank
245 MCDB: A Monte Carlo Approach to Managing Uncertain Data 2008 SIGMOD 0.00023258672
503 Towards a Unified Architecture for in-RDBMS Analytics 2012 SIGMOD 0.00017202276
841 BayesStore: Managing Large, Uncertain Data Repositories with Probabilistic Graphical Models 2008 VLDB 0.00013541445
1,062 Tuffy: Scaling up Statistical Inference in Markov Logic Networks using an RDBMS 2011 VLDB 0.0001221201
1,255 Data Management in Machine Learning: Challenges, Techniques, and Systems 2017 SIGMOD 0.00011325762
1,456 Querying Continuous Functions in a Database System 2008 SIGMOD 0.00010589614
1,911 ModelarDB: Modular Model-Based Time Series Management with Spark and Cassandra 2018 VLDB 9.3912399e-05
2,209 The Case for Predictive Database Systems: Opportunities and Challenges 2011 CIDR 8.8326479e-05
3,565 Processing Forecasting Queries 2007 VLDB 7.2039591e-05
4,143 Hybrid In-Database Inference for Declarative Information Extraction 2011 SIGMOD 6.7813891e-05
4,195 PrIU: A Provenance-Based Approach for Incrementally Updating Regression Models 2020 SIGMOD 6.7422305e-05
4,253 Sample Debiasing in the Themis Open World Database System 2020 SIGMOD 6.7015395e-05
4,275 Combining Databases and Signal Processing in Plato 2015 CIDR 6.6917477e-05
4,302 The Missing Piece in Complex Analytics: Low Latency, Scalable Model Management and Serving with Velox 2015 CIDR 6.6778695e-05
4,334 LIMA: Fine-grained Lineage Tracing and Reuse in Machine Learning Systems 2021 SIGMOD 6.6569314e-05
4,796 Rethinking Data Management for Storage-centric Sensor Networks 2007 CIDR 6.4114857e-05
5,020 Querying Probabilistic Information Extraction 2010 VLDB 6.3110853e-05
5,797 MCDB-R: Risk Analysis in the Database 2010 VLDB 5.9907755e-05
5,813 Incrementally Maintaining Classification using an RDBMS 2011 VLDB 5.9861029e-05
6,175 PODS: A New Model and Processing Algorithms for Uncertain Data Streams 2010 SIGMOD 5.8610125e-05
6,282 Mosaic: A Sample-Based Database System for Open World Query Processing 2020 CIDR 5.8237283e-05
6,559 DeepBase: Deep Inspection of Neural Networks 2019 SIGMOD 5.7489089e-05
6,694 MOST: Model-Based Compression with Outlier Storage for Time Series Data 2023 SIGMOD 5.7068014e-05
6,846 Capturing Data Uncertainty in High-Volume Stream Processing 2009 CIDR 5.6662335e-05
7,050 Evaluation of Probabilistic Threshold Queries in MCDB 2010 SIGMOD 5.6132096e-05
7,490 SmartCIS: Integrating Digital and Physical Environments 2009 SIGMOD 5.5107726e-05
8,357 Jigsaw: Efficient Optimization Over Uncertain Enterprise Data 2011 SIGMOD 5.3481669e-05
8,747 Probabilistic Management of OCR Data using an RDBMS 2012 VLDB 5.2865969e-05
9,990 A Skip-list Approach for Efficiently Processing Forecasting Queries 2008 VLDB 5.0998353e-05
10,117 A*-tree: A Structure for Storage and Modeling of Uncertain Multidimensional Arrays 2010 VLDB 5.0789354e-05
12,251 Holistic Query Evaluation over Information Extraction Pipelines 2018 VLDB 4.9793485e-05
12,389 Capturing the Laws of (Data) Nature 2015 CIDR 4.9793485e-05
12,632 Model-based Integration of Past & Future in TimeTravel 2012 VLDB 4.9793485e-05
12,696 Dissemination of Models over Time-Varying Data 2011 VLDB 4.9793485e-05
12,904 Data-Driven Processing in Sensor Networks 2007 CIDR 4.9793485e-05
12,913 Public Health for the Internet (phi): Towards A New Grand Challenge for Information Management 2007 CIDR 4.9793485e-05
12,963 Suppression and Failures in Sensor Networks: A Bayesian Approach 2007 VLDB 4.9793485e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 11 of 11 cited papers.

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

Rank Cited Paper Year Venue Pagerank
51 Efficient Query Evaluation on Probabilistic Databases 2004 VLDB 0.00042936299
126 Trio: A System for Integrated Management of Data, Accuracy, and Lineage 2005 CIDR 0.00030439683
343 Model-Driven Data Acquisition in Sensor Networks 2004 VLDB 0.00020519525
370 Evaluating Probabilistic Queries over Imprecise Data 2003 SIGMOD 0.00019846702
798 Query Processing for Sensor Networks 2003 CIDR 0.00013915609
911 Adaptive Stream Resource Management Using Kalman Filters 2004 SIGMOD 0.00013115833
1,006 Integrating Association Rule Mining with Relational Database Systems: Alternatives and Implications 1998 SIGMOD 0.00012573124
2,965 Horn Tables - An Efficient Tool For Handling Incomplete Information In Databases 1989 PODS 7.8051404e-05
3,492 Manipulating Interpolated Data is Easier than You Thought 2000 VLDB 7.2605412e-05
4,727 An Extended Relational Database Model For Uncertain And Imprecise Information 1992 VLDB 6.4474658e-05
5,193 Optimization and Evaluation of Database Queries Including Embedded Interpolation Procedures 1991 SIGMOD 6.2354667e-05
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