Incomplete Information in Relational Databases
Journal of the ACM (JACM)
Views for Multilevel Database Security
IEEE Transactions on Software Engineering - Special issue on computer security and privacy
Horn tables-an efficient tool for handling incomplete information in databases
PODS '89 Proceedings of the eighth ACM SIGACT-SIGMOD-SIGART symposium on Principles of database systems
Optimization and evaluation of database queries including embedded interpolation procedures
SIGMOD '91 Proceedings of the 1991 ACM SIGMOD international conference on Management of data
A probabilistic relational algebra for the integration of information retrieval and database systems
ACM Transactions on Information Systems (TOIS)
ProbView: a flexible probabilistic database system
ACM Transactions on Database Systems (TODS)
Integrating association rule mining with relational database systems: alternatives and implications
SIGMOD '98 Proceedings of the 1998 ACM SIGMOD international conference on Management of data
Materialized views: techniques, implementations, and applications
Materialized views: techniques, implementations, and applications
Directed diffusion: a scalable and robust communication paradigm for sensor networks
MobiCom '00 Proceedings of the 6th annual international conference on Mobile computing and networking
Habitat monitoring: application driver for wireless communications technology
SIGCOMM LA '01 Workshop on Data communication in Latin America and the Caribbean
Principles of data mining
Wireless sensor networks for habitat monitoring
WSNA '02 Proceedings of the 1st ACM international workshop on Wireless sensor networks and applications
Wireless sensor networks: a survey
Computer Networks: The International Journal of Computer and Telecommunications Networking
The Management of Probabilistic Data
IEEE Transactions on Knowledge and Data Engineering
Manipulating Interpolated Data is Easier than You Thought
VLDB '00 Proceedings of the 26th International Conference on Very Large Data Bases
An Extended Relational Database Model for Uncertain and Imprecise Information
VLDB '92 Proceedings of the 18th International Conference on Very Large Data Bases
Evaluating probabilistic queries over imprecise data
Proceedings of the 2003 ACM SIGMOD international conference on Management of data
Efficient Evaluation of Queries with Mining Predicates
ICDE '02 Proceedings of the 18th International Conference on Data Engineering
Distributed regression: an efficient framework for modeling sensor network data
Proceedings of the 3rd international symposium on Information processing in sensor networks
From ethnography to design in a vineyard
Proceedings of the 2003 conference on Designing for user experiences
Adaptive stream resource management using Kalman Filters
SIGMOD '04 Proceedings of the 2004 ACM SIGMOD international conference on Management of data
Indexing continuously changing data with mean-variance tree
Proceedings of the 2005 ACM symposium on Applied computing
Clean Answers over Dirty Databases: A Probabilistic Approach
ICDE '06 Proceedings of the 22nd International Conference on Data Engineering
Location-based activity recognition using relational Markov networks
IJCAI'05 Proceedings of the 19th international joint conference on Artificial intelligence
IEEE Pervasive Computing
Data Management in the Worldwide Sensor Web
IEEE Pervasive Computing
Declarative temporal data models for sensor-driven query processing
DMSN '07 Proceedings of the 4th workshop on Data management for sensor networks: in conjunction with 33rd International Conference on Very Large Data Bases
MeT: a real world oriented metadata management system for semantic sensor networks
DMSN '06 Proceedings of the 3rd workshop on Data management for sensor networks: in conjunction with VLDB 2006
Processing forecasting queries
VLDB '07 Proceedings of the 33rd international conference on Very large data bases
Suppression and failures in sensor networks: a Bayesian approach
VLDB '07 Proceedings of the 33rd international conference on Very large data bases
MCDB: a monte carlo approach to managing uncertain data
Proceedings of the 2008 ACM SIGMOD international conference on Management of data
Querying continuous functions in a database system
Proceedings of the 2008 ACM SIGMOD international conference on Management of data
Cascadia: A System for Specifying, Detecting, and Managing RFID Events
Proceedings of the 6th international conference on Mobile systems, applications, and services
BayesStore: managing large, uncertain data repositories with probabilistic graphical models
Proceedings of the VLDB Endowment
A skip-list approach for efficiently processing forecasting queries
Proceedings of the VLDB Endowment
Energy conservation in wireless sensor networks: A survey
Ad Hoc Networks
SBBD '08 Proceedings of the 23rd Brazilian symposium on Databases
Robust approximate aggregation in sensor data management systems
ACM Transactions on Database Systems (TODS)
Towards integrated and efficient scientific sensor data processing: a database approach
Proceedings of the 12th International Conference on Extending Database Technology: Advances in Database Technology
Longitudinal study of a building-scale RFID ecosystem
Proceedings of the 7th international conference on Mobile systems, applications, and services
SmartCIS: integrating digital and physical environments
Proceedings of the 2009 ACM SIGMOD International Conference on Management of data
A flexible framework for multisensor data fusion using data stream management technologies
Proceedings of the 2009 EDBT/ICDT Workshops
Wireless sensor networks for soil science
International Journal of Sensor Networks
Splash: ad-hoc querying of data and statistical models
Proceedings of the 13th International Conference on Extending Database Technology
Towards in-network data prediction in wireless sensor networks
Proceedings of the 2010 ACM Symposium on Applied Computing
PODS: a new model and processing algorithms for uncertain data streams
Proceedings of the 2010 ACM SIGMOD International Conference on Management of data
Evaluation of probabilistic threshold queries in MCDB
Proceedings of the 2010 ACM SIGMOD International Conference on Management of data
SmartCIS: integrating digital and physical environments
ACM SIGMOD Record
Meeting ecologists' requirements with adaptive data acquisition
Proceedings of the 8th ACM Conference on Embedded Networked Sensor Systems
Querying streaming point clusters as regions
Proceedings of the ACM SIGSPATIAL International Workshop on GeoStreaming
MCDB-R: risk analysis in the database
Proceedings of the VLDB Endowment
A*-tree: a structure for storage and modeling of uncertain multidimensional arrays
Proceedings of the VLDB Endowment
Querying probabilistic information extraction
Proceedings of the VLDB Endowment
Power efficiency through tuple ranking in wireless sensor network monitoring
Distributed and Parallel Databases
TIDES--a new descriptor for time series oscillation behavior
Geoinformatica
Incrementally maintaining classification using an RDBMS
Proceedings of the VLDB Endowment
Modeling and detecting events for sensor networks
Information Fusion
Tuffy: scaling up statistical inference in Markov logic networks using an RDBMS
Proceedings of the VLDB Endowment
Hybrid in-database inference for declarative information extraction
Proceedings of the 2011 ACM SIGMOD International Conference on Management of data
Jigsaw: efficient optimization over uncertain enterprise data
Proceedings of the 2011 ACM SIGMOD International Conference on Management of data
Optimizing in-network aggregate queries in wireless sensor networks for energy saving
Data & Knowledge Engineering
Cleaning uncertain streams for query improvement
APWeb'11 Proceedings of the 13th Asia-Pacific web conference on Web technologies and applications
The monte carlo database system: Stochastic analysis close to the data
ACM Transactions on Database Systems (TODS)
Querying sensor data for environmental monitoring
International Journal of Sensor Networks
Energy-aware data processing techniques for wireless sensor networks: a review
Transactions on large-scale data- and knowledge-centered systems III
Building a front end for a sensor data cloud
ICCSA'11 Proceedings of the 2011 international conference on Computational science and its applications - Volume Part III
I/O streaming evaluation of batch queries for data-intensive computational turbulence
Proceedings of 2011 International Conference for High Performance Computing, Networking, Storage and Analysis
Probabilistic management of OCR data using an RDBMS
Proceedings of the VLDB Endowment
Effectively modeling data from large-area community sensor networks
Proceedings of the 11th international conference on Information Processing in Sensor Networks
Towards a unified architecture for in-RDBMS analytics
SIGMOD '12 Proceedings of the 2012 ACM SIGMOD International Conference on Management of Data
PLR: a benchmark for probabilistic data stream management systems
ACIIDS'12 Proceedings of the 4th Asian conference on Intelligent Information and Database Systems - Volume Part III
Hinging hyperplane models for multiple predicted variables
SSDBM'12 Proceedings of the 24th international conference on Scientific and Statistical Database Management
Model-based integration of past & future in TimeTravel
Proceedings of the VLDB Endowment
CLARO: modeling and processing uncertain data streams
The VLDB Journal — The International Journal on Very Large Data Bases
Data-intensive spatial filtering in large numerical simulation datasets
SC '12 Proceedings of the International Conference on High Performance Computing, Networking, Storage and Analysis
Tight analysis of shortest path convergecast in wireless sensor networks
CATS '11 Proceedings of the Seventeenth Computing: The Australasian Theory Symposium - Volume 119
Tight analysis of shortest path convergecast in wireless sensor networks
CATS 2011 Proceedings of the Seventeenth Computing on The Australasian Theory Symposium - Volume 119
Approximation trade-offs in a Markovian stream warehouse: An empirical study
Information Systems
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Real-world data --- especially when generated by distributed measurement infrastructures such as sensor networks --- tends to be incomplete, imprecise, and erroneous, making it impossible to present it to users or feed it directly into applications. The traditional approach to dealing with this problem is to first process the data using statistical or probabilistic models that can provide more robust interpretations of the data. Current database systems, however, do not provide adequate support for applying models to such data, especially when those models need to be frequently updated as new data arrives in the system. Hence, most scientists and engineers who depend on models for managing their data do not use database systems for archival or querying at all; at best, databases serve as a persistent raw data store.In this paper we define a new abstraction called model-based views and present the architecture of MauveDB, the system we are building to support such views. Just as traditional database views provide logical data independence, model-based views provide independence from the details of the underlying data generating mechanism and hide the irregularities of the data by using models to present a consistent view to the users. MauveDB supports a declarative language for defining model-based views, allows declarative querying over such views using SQL, and supports several different materialization strategies and techniques to efficiently maintain them in the face of frequent updates. We have implemented a prototype system that currently supports views based on regression and interpolation, using the Apache Derby open source DBMS, and we present results that show the utility and performance benefits that can be obtained by supporting several different types of model-based views in a database system.