An adaptive query execution system for data integration
SIGMOD '99 Proceedings of the 1999 ACM SIGMOD international conference on Management of data
Energy efficient design of portable wireless systems
ISLPED '00 Proceedings of the 2000 international symposium on Low power electronics and design
Adaptive precision setting for cached approximate values
SIGMOD '01 Proceedings of the 2001 ACM SIGMOD international conference on Management of data
Models and issues in data stream systems
Proceedings of the twenty-first ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems
Characterizing memory requirements for queries over continuous data streams
Proceedings of the twenty-first ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems
Issues in data stream management
ACM SIGMOD Record
Evaluation of Kalman Filtering for Network Time Keeping
PERCOM '03 Proceedings of the First IEEE International Conference on Pervasive Computing and Communications
Online Data Mining for Co-Evolving Time Sequences
ICDE '00 Proceedings of the 16th International Conference on Data Engineering
Evaluating probabilistic queries over imprecise data
Proceedings of the 2003 ACM SIGMOD international conference on Management of data
Adaptive filters for continuous queries over distributed data streams
Proceedings of the 2003 ACM SIGMOD international conference on Management of data
Aurora: a data stream management system
Proceedings of the 2003 ACM SIGMOD international conference on Management of data
Pattern Classification (2nd Edition)
Pattern Classification (2nd Edition)
Multi-camera spatio-temporal fusion and biased sequence-data learning for security surveillance
MULTIMEDIA '03 Proceedings of the eleventh ACM international conference on Multimedia
Load Shedding for Aggregation Queries over Data Streams
ICDE '04 Proceedings of the 20th International Conference on Data Engineering
Load shedding in a data stream manager
VLDB '03 Proceedings of the 29th international conference on Very large data bases - Volume 29
Adaptive sampling for sensor networks
DMSN '04 Proceeedings of the 1st international workshop on Data management for sensor networks: in conjunction with VLDB 2004
Adaptive stream filters for entity-based queries with non-value tolerance
VLDB '05 Proceedings of the 31st international conference on Very large data bases
MauveDB: supporting model-based user views in database systems
Proceedings of the 2006 ACM SIGMOD international conference on Management of data
Constraint chaining: on energy-efficient continuous monitoring in sensor networks
Proceedings of the 2006 ACM SIGMOD international conference on Management of data
Location-Dependent Queries in Mobile Contexts: Distributed Processing Using Mobile Agents
IEEE Transactions on Mobile Computing
Toward sophisticated detection with distributed triggers
Proceedings of the 2006 SIGCOMM workshop on Mining network data
Online outlier detection in sensor data using non-parametric models
VLDB '06 Proceedings of the 32nd international conference on Very large data bases
An energy-efficient querying framework in sensor networks for detecting node similarities
Proceedings of the 9th ACM international symposium on Modeling analysis and simulation of wireless and mobile systems
Efficient processing of aggregation queries in sensor networks
Distributed and Parallel Databases
ViCo: an adaptive distributed video correlation system
MULTIMEDIA '06 Proceedings of the 14th annual ACM international conference on Multimedia
ACM Transactions on Sensor Networks (TOSN)
A prediction error-based hypothesis testing method for sensor data acquisition
ACM Transactions on Sensor Networks (TOSN)
Information fusion for wireless sensor networks: Methods, models, and classifications
ACM Computing Surveys (CSUR)
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
Suppression and failures in sensor networks: a Bayesian approach
VLDB '07 Proceedings of the 33rd international conference on Very large data bases
MIST: distributed indexing and querying in sensor networks using statistical models
VLDB '07 Proceedings of the 33rd international conference on Very large data bases
STAR: self-tuning aggregation for scalable monitoring
VLDB '07 Proceedings of the 33rd international conference on Very large data bases
Probabilistic graphical models and their role in databases
VLDB '07 Proceedings of the 33rd international conference on Very large data bases
Using cooperative mobile agents to monitor distributed and dynamic environments
Information Sciences: an International Journal
Approximate continuous querying over distributed streams
ACM Transactions on Database Systems (TODS)
Correlation-based data dissemination in traffic monitoring sensor networks
CoNEXT '06 Proceedings of the 2006 ACM CoNEXT conference
An energy-efficient data-driven power management for wireless sensor networks
Proceedings of the 5th workshop on Data management for sensor networks
Robust and efficient aggregate query processing in wireless sensor networks
Mobile Networks and Applications
A Bayesian Multilevel Modeling Approach for Data Query in Wireless Sensor Networks
ICCS '07 Proceedings of the 7th international conference on Computational Science, Part III: ICCS 2007
Energy conservation in wireless sensor networks: A survey
Ad Hoc Networks
Data fusion and topology control in wireless sensor networks
WSEAS Transactions on Signal Processing
Making filters smart in distributed data stream environments
Information Sciences: an International Journal
A query processor for prediction-based monitoring of data streams
Proceedings of the 12th International Conference on Extending Database Technology: Advances in Database Technology
An Effective and Efficient Method for Handling Transmission Failures in Sensor Networks
DASFAA '09 Proceedings of the 14th International Conference on Database Systems for Advanced Applications
Self-correlating predictive information tracking for large-scale production systems
ICAC '09 Proceedings of the 6th international conference on Autonomic computing
DynaMMo: mining and summarization of coevolving sequences with missing values
Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining
Minimizing the communication cost for continuous skyline maintenance
Proceedings of the 2009 ACM SIGMOD International Conference on Management of data
Energy-efficient data acquisition by adaptive sampling for wireless sensor networks
Proceedings of the 2009 International Conference on Wireless Communications and Mobile Computing: Connecting the World Wirelessly
EDGES: Efficient data gathering in sensor networks using temporal and spatial correlations
Journal of Systems and Software
PRIDE: a data abstraction layer for large-scale 2-tier sensor networks
SECON'09 Proceedings of the 6th Annual IEEE communications society conference on Sensor, Mesh and Ad Hoc Communications and Networks
Online piece-wise linear approximation of numerical streams with precision guarantees
Proceedings of the VLDB Endowment
A wavelet transform for efficient consolidation of sensor relations with quality guarantees
Proceedings of the VLDB Endowment
Bayesian reasoning for sensor group-queries and diagnosis
DASFAA'07 Proceedings of the 12th international conference on Database systems for advanced applications
A two round reporting approach to energy efficient interpolation of sensor fields
SSTD'07 Proceedings of the 10th international conference on Advances in spatial and temporal databases
Research on cost-efficient processing of continuous extreme queires
IITA'09 Proceedings of the 3rd international conference on Intelligent information technology application
Processing continuous join queries in sensor networks: a filtering approach
Proceedings of the 2010 ACM SIGMOD International Conference on Management of data
Anonymization of moving objects databases by clustering and perturbation
Information Systems
IKNOS: inference and knowledge in networks of sensors
International Journal of Sensor Networks
Parsimonious linear fingerprinting for time series
Proceedings of the VLDB Endowment
EWSN'11 Proceedings of the 8th European conference on Wireless sensor networks
OLIC: online information compression for scalable hosting infrastructure monitoring
Proceedings of the Nineteenth International Workshop on Quality of Service
Energy-aware data processing techniques for wireless sensor networks: a review
Transactions on large-scale data- and knowledge-centered systems III
Quality-driven resource-adaptive data stream mining?
ACM SIGKDD Explorations Newsletter
A survey on energy-efficient data management
ACM SIGMOD Record
Bringing introspection into BlobSeer: Towards a self-adaptive distributed data management system
International Journal of Applied Mathematics and Computer Science - SPECIAL SECTION: Efficient Resource Management for Grid-Enabled Applications
Using control theory to guide load shedding in medical data stream management system
ASIAN'05 Proceedings of the 10th Asian Computing Science conference on Advances in computer science: data management on the web
Filtering duplicate items over distributed data streams
WAIM'05 Proceedings of the 6th international conference on Advances in Web-Age Information Management
TrajPattern: mining sequential patterns from imprecise trajectories of mobile objects
EDBT'06 Proceedings of the 10th international conference on Advances in Database Technology
APForecast: an adaptive forecasting method for data streams
KES'05 Proceedings of the 9th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part II
Research on prediction models over distributed data streams
WISE'06 Proceedings of the 7th international conference on Web Information Systems
PAQ: time series forecasting for approximate query answering in sensor networks
EWSN'06 Proceedings of the Third European conference on Wireless Sensor Networks
Belief based data cleaning for wireless sensor networks
Wireless Communications & Mobile Computing
Rise and fall patterns of information diffusion: model and implications
Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining
MOIST: a scalable and parallel moving object indexer with school tracking
Proceedings of the VLDB Endowment
Dispersion-based prediction framework for estimating missing values in wireless sensor networks
International Journal of Sensor Networks
Towards a universal tracking database
Proceedings of the 25th International Conference on Scientific and Statistical Database Management
Detecting and correcting WiFi positioning errors
Proceedings of the 2013 ACM international joint conference on Pervasive and ubiquitous computing
A temporal pattern mining approach for classifying electronic health record data
ACM Transactions on Intelligent Systems and Technology (TIST) - Survey papers, special sections on the semantic adaptive social web, intelligent systems for health informatics, regular papers
Sketch-based geometric monitoring of distributed stream queries
Proceedings of the VLDB Endowment
A taxonomy of applying filter techniques to improve the available bandwidth estimations
Proceedings of the 8th International Conference on Ubiquitous Information Management and Communication
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To answer user queries efficiently, a stream management system must handle continuous, high-volume, possibly noisy, and time-varying data streams. One major research area in stream management seeks to allocate resources (such as network bandwidth and memory) to query plans, either to minimize resource usage under a precision requirement, or to maximize precision of results under resource constraints. To date, many solutions have been proposed; however, most solutions are ad hoc with hard-coded heuristics to generate query plans. In contrast, we perceive stream resource management as fundamentally a filtering problem, in which the objective is to filter out as much data as possible to conserve resources, provided that the precision standards can be met. We select the Kalman Filter as a general and adaptive filtering solution for conserving resources. The Kalman Filter has the ability to adapt to various stream characteristics, sensor noise, and time variance. Furthermore, we realize a significant performance boost by switching from traditional methods of caching static data (which can soon become stale) to our method of caching dynamic procedures that can predict data reliably at the server without the clients' involvement. In this work we focus on minimization of communication overhead for both synthetic and real-world streams. Through examples and empirical studies, we demonstrate the flexibility and effectiveness of using the Kalman Filter as a solution for managing trade-offs between precision of results and resources in satisfying stream queries.