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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
3742
Venue
SIGMOD
Year
2006
Pagerank
0.00022407392
Overall Rank
468 | 96.75%
DOI
-

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 37 of 37 citing papers.

Rank Citing Paper Year Venue Pagerank
322 MCDB: A Monte Carlo Approach to Managing Uncertain Data 2008 SIGMOD 0.00027523667
638 Towards a Unified Architecture for in-RDBMS Analytics 2012 SIGMOD 0.00018810785
974 BayesStore: Managing Large, Uncertain Data Repositories with Probabilistic Graphical Models 2008 VLDB 0.00014882804
1,015 Tuffy: Scaling up Statistical Inference in Markov Logic Networks using an RDBMS 2011 VLDB 0.00014630577
1,534 Data Management in Machine Learning: Challenges, Techniques, and Systems 2017 SIGMOD 0.00011462072
1,567 Querying Continuous Functions in a Database System 2008 SIGMOD 0.00011320794
2,085 The Case for Predictive Database Systems: Opportunities and Challenges 2011 CIDR 9.5749968e-05
2,274 ModelarDB: Modular Model-Based Time Series Management with Spark and Cassandra 2018 VLDB 9.1432785e-05
3,451 Processing Forecasting Queries 2007 VLDB 7.0798147e-05
4,253 Combining Databases and Signal Processing in Plato 2015 CIDR 6.3103785e-05
4,372 Sample Debiasing in the Themis Open World Database System 2020 SIGMOD 6.2367043e-05
4,384 Hybrid In-Database Inference for Declarative Information Extraction 2011 SIGMOD 6.2251088e-05
4,423 PrIU: A Provenance-Based Approach for Incrementally Updating Regression Models 2020 SIGMOD 6.1925724e-05
4,501 Rethinking Data Management for Storage-centric Sensor Networks 2007 CIDR 6.1325842e-05
4,575 The Missing Piece in Complex Analytics: Low Latency, Scalable Model Management and Serving with Velox 2015 CIDR 6.0662145e-05
4,779 LIMA: Fine-grained Lineage Tracing and Reuse in Machine Learning Systems 2021 SIGMOD 5.9259373e-05
4,960 Querying Probabilistic Information Extraction 2010 VLDB 5.7992639e-05
5,771 PODS: A New Model and Processing Algorithms for Uncertain Data Streams 2010 SIGMOD 5.3319881e-05
5,884 Incrementally Maintaining Classification using an RDBMS 2011 VLDB 5.2864334e-05
5,976 MCDB-R: Risk Analysis in the Database 2010 VLDB 5.2438744e-05
6,230 Mosaic: A Sample-Based Database System for Open World Query Processing 2020 CIDR 5.1402482e-05
6,371 DeepBase: Deep Inspection of Neural Networks 2019 SIGMOD 5.0880545e-05
6,752 Evaluation of Probabilistic Threshold Queries in MCDB 2010 SIGMOD 4.9349474e-05
6,837 Capturing Data Uncertainty in High-Volume Stream Processing 2009 CIDR 4.9063121e-05
7,213 SmartCIS: Integrating Digital and Physical Environments 2009 SIGMOD 4.7943535e-05
7,392 MOST: Model-Based Compression with Outlier Storage for Time Series Data 2023 SIGMOD 4.737456e-05
7,791 Jigsaw: Efficient Optimization Over Uncertain Enterprise Data 2011 SIGMOD 4.6457822e-05
8,377 Probabilistic Management of OCR Data using an RDBMS 2012 VLDB 4.5277353e-05
9,587 A Skip-list Approach for Efficiently Processing Forecasting Queries 2008 VLDB 4.31773e-05
9,781 A*-tree: A Structure for Storage and Modeling of Uncertain Multidimensional Arrays 2010 VLDB 4.2815042e-05
11,755 Holistic Query Evaluation over Information Extraction Pipelines 2018 VLDB 4.1905499e-05
11,905 Capturing the Laws of (Data) Nature 2015 CIDR 4.1905499e-05
12,153 Model-based Integration of Past & Future in TimeTravel 2012 VLDB 4.1905499e-05
12,218 Dissemination of Models over Time-Varying Data 2011 VLDB 4.1905499e-05
12,429 Data-Driven Processing in Sensor Networks 2007 CIDR 4.1905499e-05
12,438 Public Health for the Internet (phi): Towards A New Grand Challenge for Information Management 2007 CIDR 4.1905499e-05
12,489 Suppression and Failures in Sensor Networks: A Bayesian Approach 2007 VLDB 4.1905499e-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
74 Efficient Query Evaluation on Probabilistic Databases 2004 VLDB 0.00057797415
149 Trio: A System for Integrated Management of Data, Accuracy, and Lineage 2005 CIDR 0.00041085859
463 Evaluating Probabilistic Queries over Imprecise Data 2003 SIGMOD 0.00022497894
477 Model-Driven Data Acquisition in Sensor Networks 2004 VLDB 0.00022205608
881 Query Processing for Sensor Networks 2003 CIDR 0.00015634948
902 Integrating Association Rule Mining with Relational Database Systems: Alternatives and Implications 1998 SIGMOD 0.00015458733
1,069 Adaptive Stream Resource Management Using Kalman Filters 2004 SIGMOD 0.00014285617
2,352 Horn Tables - An Efficient Tool For Handling Incomplete Information In Databases 1989 PODS 8.9815852e-05
2,970 Manipulating Interpolated Data is Easier than You Thought 2000 VLDB 7.7936324e-05
4,202 An Extended Relational Database Model For Uncertain And Imprecise Information 1992 VLDB 6.3566268e-05
4,918 Optimization and Evaluation of Database Queries Including Embedded Interpolation Procedures 1991 SIGMOD 5.8268071e-05
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Overall Rank Paper Year Venue Pagerank
2,120 Using Probabilistic Models for Data Management in Acquisitional Environments 2005 CIDR 9.5017579e-05
2,468 Updating Relational Databases through Object-Based Views 1991 SIGMOD 8.7262344e-05
12,855 Database Graph Views : A Practical Model to Manage Persistent Graphs 1994 VLDB 4.1905499e-05
12,868 A Logical Semantics for Object-Oriented Databases 1993 SIGMOD 4.1905499e-05
2,085 The Case for Predictive Database Systems: Opportunities and Challenges 2011 CIDR 9.5749968e-05
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