Models and issues in data stream systems
Proceedings of the twenty-first ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems
Declarative Data Cleaning: Language, Model, and Algorithms
Proceedings of the 27th International Conference on Very Large Data Bases
The Aware Home: A Living Laboratory for Ubiquitous Computing Research
CoBuild '99 Proceedings of the Second International Workshop on Cooperative Buildings, Integrating Information, Organization, and Architecture
Towards Sensor Database Systems
MDM '01 Proceedings of the Second International Conference on Mobile Data Management
The nesC language: A holistic approach to networked embedded systems
PLDI '03 Proceedings of the ACM SIGPLAN 2003 conference on Programming language design and implementation
The design of an acquisitional query processor for sensor networks
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
Providing architectural support for building context-aware applications
Providing architectural support for building context-aware applications
Cleaning and querying noisy sensors
WSNA '03 Proceedings of the 2nd ACM international conference on Wireless sensor networks and applications
Proceedings of the 3rd international conference on Embedded networked sensor systems
A Pipelined Framework for Online Cleaning of Sensor Data Streams
ICDE '06 Proceedings of the 22nd International Conference on Data Engineering
The CQL continuous query language: semantic foundations and query execution
The VLDB Journal — The International Journal on Very Large Data Bases
A robust architecture for distributed inference in sensor networks
IPSN '05 Proceedings of the 4th international symposium on Information processing in sensor networks
Model-driven data acquisition in sensor networks
VLDB '04 Proceedings of the Thirtieth international conference on Very large data bases - Volume 30
HiFi: a unified architecture for high fan-in systems
VLDB '04 Proceedings of the Thirtieth international conference on Very large data bases - Volume 30
Towards correcting input data errors probabilistically using integrity constraints
MobiDE '06 Proceedings of the 5th ACM international workshop on Data engineering for wireless and mobile access
Adaptive cleaning for RFID data streams
VLDB '06 Proceedings of the 32nd international conference on Very large data bases
A deferred cleansing method for RFID data analytics
VLDB '06 Proceedings of the 32nd international conference on Very large data bases
Robust management of outliers in sensor network aggregate queries
MobiDE '07 Proceedings of the 6th ACM international workshop on Data engineering for wireless and mobile access
A virtual machine for sensor networks
Proceedings of the 2nd ACM SIGOPS/EuroSys European Conference on Computer Systems 2007
Extending XQuery with window functions
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
Journal of Systems and Software
Managing RFID data in supply chains
International Journal of Internet Protocol Technology
Managing data quality in a terabyte-scale sensor archive
Proceedings of the 2008 ACM symposium on Applied computing
A demonstration of Cascadia through a digital diary application
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
Issues in data fusion for healthcare monitoring
Proceedings of the 1st international conference on PErvasive Technologies Related to Assistive Environments
Management of data sources and services in pervasive environments
NOTERE '08 Proceedings of the 8th international conference on New technologies in distributed systems
Fuzzy modeling for data cleaning in sensor networks
International Journal of Hybrid Intelligent Systems - Recent Advances in Intelligent Paradigms Fusion and Their Applications
Sensor network data fault types
ACM Transactions on Sensor Networks (TOSN)
Proceedings of the 2nd International Conference on PErvasive Technologies Related to Assistive Environments
"Same, Same but Different" A Survey on Duplicate Detection Methods for Situation Awareness
OTM '09 Proceedings of the Confederated International Conferences, CoopIS, DOA, IS, and ODBASE 2009 on On the Move to Meaningful Internet Systems: Part II
A simple (yet powerful) algebra for pervasive environments
Proceedings of the 13th International Conference on Extending Database Technology
Sensor faults: Detection methods and prevalence in real-world datasets
ACM Transactions on Sensor Networks (TOSN)
DCOSS'07 Proceedings of the 3rd IEEE international conference on Distributed computing in sensor systems
Robust preprocessing for health care monitoring framework
Healthcom'09 Proceedings of the 11th international conference on e-Health networking, applications and services
Leveraging spatio-temporal redundancy for RFID data cleansing
Proceedings of the 2010 ACM SIGMOD International Conference on Management of data
Random hyperplane projection using derived dimensions
Proceedings of the Ninth ACM International Workshop on Data Engineering for Wireless and Mobile Access
PAO: power-efficient attribution of outliers in wireless sensor networks
Proceedings of the Seventh International Workshop on Data Management for Sensor Networks
Development of foundation models for Internet of Things
Frontiers of Computer Science in China
Joined Q-ary tree anti-collision for massive tag movement distribution
ACSC '10 Proceedings of the Thirty-Third Australasian Conferenc on Computer Science - Volume 102
Unified Q-ary tree for RFID tag anti-collision resolution
ADC '09 Proceedings of the Twentieth Australasian Conference on Australasian Database - Volume 92
Online anomaly detection for sensor systems: A simple and efficient approach
Performance Evaluation
Collection trees for event-monitoring queries
Information Systems
Leveraging communication information among readers for RFID data cleaning
WAIM'11 Proceedings of the 12th international conference on Web-age information management
Analytical workflow of monitoring human mobility in big event settings using Bluetooth
Proceedings of the 3rd ACM SIGSPATIAL International Workshop on Indoor Spatial Awareness
Distributed similarity estimation using derived dimensions
The VLDB Journal — The International Journal on Very Large Data Bases
Netlog, a rule-based language for distributed programming
PADL'10 Proceedings of the 12th international conference on Practical Aspects of Declarative Languages
Sensor network data fault detection with maximum a posteriori selection and bayesian modeling
ACM Transactions on Sensor Networks (TOSN)
PeerTrack: a platform for tracking and tracing objects in large-scale traceability networks
Proceedings of the 15th International Conference on Extending Database Technology
Belief based data cleaning for wireless sensor networks
Wireless Communications & Mobile Computing
Mastering real-time big data with stream processing chains
XRDS: Crossroads, The ACM Magazine for Students - Big Data
UBIQUEST, for rapid prototyping of networking applications
Proceedings of the 16th International Database Engineering & Applications Sysmposium
A goal-oriented programming framework for grid sensor networks with reconfigurable embedded nodes
ACM Transactions on Embedded Computing Systems (TECS)
Trustworthiness analysis of sensor data in cyber-physical systems
Journal of Computer and System Sciences
Middleware for pervasive computing: A survey
Pervasive and Mobile Computing
Hardware architectural support for control systems and sensor processing
ACM Transactions on Embedded Computing Systems (TECS) - Special issue on application-specific processors
In-network approximate computation of outliers with quality guarantees
Information Systems
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Pervasive applications rely on data captured from the physical world through sensor devices. Data provided by these devices, however, tend to be unreliable. The data must, therefore, be cleaned before an application can make use of them, leading to additional complexity for application development and deployment. Here we present Extensible Sensor stream Processing (ESP), a framework for building sensor data cleaning infrastructures for use in pervasive applications. ESP is designed as a pipeline using declarative cleaning mechanisms based on spatial and temporal characteristics of sensor data. We demonstrate ESP's effectiveness and ease of use through three real-world scenarios.