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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
0.00018567032
Overall Rank
418 | 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 0.00023188414
506 Towards a Unified Architecture for in-RDBMS Analytics 2012 SIGMOD 0.00017158546
845 BayesStore: Managing Large, Uncertain Data Repositories with Probabilistic Graphical Models 2008 VLDB 0.00013493631
1,067 Tuffy: Scaling up Statistical Inference in Markov Logic Networks using an RDBMS 2011 VLDB 0.00012170631
1,226 Data Management in Machine Learning: Challenges, Techniques, and Systems 2017 SIGMOD 0.00011432354
1,462 Querying Continuous Functions in a Database System 2008 SIGMOD 0.00010555763
1,922 ModelarDB: Modular Model-Based Time Series Management with Spark and Cassandra 2018 VLDB 9.3577034e-05
2,220 The Case for Predictive Database Systems: Opportunities and Challenges 2011 CIDR 8.8121054e-05
3,571 Processing Forecasting Queries 2007 VLDB 7.17962e-05
4,162 Hybrid In-Database Inference for Declarative Information Extraction 2011 SIGMOD 6.7567031e-05
4,203 PrIU: A Provenance-Based Approach for Incrementally Updating Regression Models 2020 SIGMOD 6.7255278e-05
4,270 Sample Debiasing in the Themis Open World Database System 2020 SIGMOD 6.6762181e-05
4,291 Combining Databases and Signal Processing in Plato 2015 CIDR 6.6667044e-05
4,316 The Missing Piece in Complex Analytics: Low Latency, Scalable Model Management and Serving with Velox 2015 CIDR 6.6542348e-05
4,354 LIMA: Fine-grained Lineage Tracing and Reuse in Machine Learning Systems 2021 SIGMOD 6.6318545e-05
4,822 Rethinking Data Management for Storage-centric Sensor Networks 2007 CIDR 6.3874063e-05
5,047 Querying Probabilistic Information Extraction 2010 VLDB 6.2882302e-05
5,813 MCDB-R: Risk Analysis in the Database 2010 VLDB 5.9684976e-05
5,822 Incrementally Maintaining Classification using an RDBMS 2011 VLDB 5.9655757e-05
6,190 PODS: A New Model and Processing Algorithms for Uncertain Data Streams 2010 SIGMOD 5.838872e-05
6,300 Mosaic: A Sample-Based Database System for Open World Query Processing 2020 CIDR 5.8017237e-05
6,573 DeepBase: Deep Inspection of Neural Networks 2019 SIGMOD 5.7271875e-05
6,712 MOST: Model-Based Compression with Outlier Storage for Time Series Data 2023 SIGMOD 5.6852386e-05
6,867 Capturing Data Uncertainty in High-Volume Stream Processing 2009 CIDR 5.644892e-05
7,073 Evaluation of Probabilistic Threshold Queries in MCDB 2010 SIGMOD 5.5920064e-05
7,514 SmartCIS: Integrating Digital and Physical Environments 2009 SIGMOD 5.4900077e-05
8,371 Jigsaw: Efficient Optimization Over Uncertain Enterprise Data 2011 SIGMOD 5.3287173e-05
8,776 Probabilistic Management of OCR Data using an RDBMS 2012 VLDB 5.2666658e-05
10,022 A Skip-list Approach for Efficiently Processing Forecasting Queries 2008 VLDB 5.082155e-05
10,158 A*-tree: A Structure for Storage and Modeling of Uncertain Multidimensional Arrays 2010 VLDB 5.0597449e-05
12,300 Holistic Query Evaluation over Information Extraction Pipelines 2018 VLDB 4.9605343e-05
12,438 Capturing the Laws of (Data) Nature 2015 CIDR 4.9605343e-05
12,681 Model-based Integration of Past & Future in TimeTravel 2012 VLDB 4.9605343e-05
12,745 Dissemination of Models over Time-Varying Data 2011 VLDB 4.9605343e-05
12,952 Data-Driven Processing in Sensor Networks 2007 CIDR 4.9605343e-05
12,961 Public Health for the Internet (phi): Towards A New Grand Challenge for Information Management 2007 CIDR 4.9605343e-05
13,011 Suppression and Failures in Sensor Networks: A Bayesian Approach 2007 VLDB 4.9605343e-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 0.00042804864
127 Trio: A System for Integrated Management of Data, Accuracy, and Lineage 2005 CIDR 0.00030337791
343 Model-Driven Data Acquisition in Sensor Networks 2004 VLDB 0.00020486383
371 Evaluating Probabilistic Queries over Imprecise Data 2003 SIGMOD 0.00019776963
798 Query Processing for Sensor Networks 2003 CIDR 0.00013867083
915 Adaptive Stream Resource Management Using Kalman Filters 2004 SIGMOD 0.00013066885
1,008 Integrating Association Rule Mining with Relational Database Systems: Alternatives and Implications 1998 SIGMOD 0.00012527069
2,980 Horn Tables - An Efficient Tool For Handling Incomplete Information In Databases 1989 PODS 7.7764633e-05
3,500 Manipulating Interpolated Data is Easier than You Thought 2000 VLDB 7.2338742e-05
4,750 An Extended Relational Database Model For Uncertain And Imprecise Information 1992 VLDB 6.4236558e-05
5,218 Optimization and Evaluation of Database Queries Including Embedded Interpolation Procedures 1991 SIGMOD 6.212251e-05
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