Artificial intelligence: a modern approach
Artificial intelligence: a modern approach
SIGMOD '97 Proceedings of the 1997 ACM SIGMOD international conference on Management of data
New sampling-based summary statistics for improving approximate query answers
SIGMOD '98 Proceedings of the 1998 ACM SIGMOD international conference on Management of data
Wireless integrated network sensors
Communications of the ACM
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
Independence is good: dependency-based histogram synopses for high-dimensional data
SIGMOD '01 Proceedings of the 2001 ACM SIGMOD international conference on Management of data
Adaptive precision setting for cached approximate values
SIGMOD '01 Proceedings of the 2001 ACM SIGMOD international conference on Management of data
Selectivity estimation using probabilistic models
SIGMOD '01 Proceedings of the 2001 ACM SIGMOD international conference on Management of data
Machine Learning
Probabilistic Networks and Expert Systems
Probabilistic Networks and Expert Systems
Best-effort cache synchronization with source cooperation
Proceedings of the 2002 ACM SIGMOD international conference on Management of data
Distinct Sampling for Highly-Accurate Answers to Distinct Values Queries and Event Reports
Proceedings of the 27th International Conference on Very Large Data Bases
The design of an acquisitional query processor for sensor networks
Proceedings of the 2003 ACM SIGMOD international conference on Management of data
Evaluating probabilistic queries over imprecise data
Proceedings of the 2003 ACM SIGMOD international conference on Management of data
Approximate Aggregation Techniques for Sensor Databases
ICDE '04 Proceedings of the 20th International Conference on Data Engineering
The design and evaluation of a query processing architecture for sensor networks
The design and evaluation of a query processing architecture for sensor networks
Monitoring a complex physical system using a hybrid dynamic bayes net
UAI'02 Proceedings of the Eighteenth conference on Uncertainty in artificial intelligence
MASTAQ: A Middleware Architecture for Sensor Applications with Statistical Quality Constraints
PERCOMW '05 Proceedings of the Third IEEE International Conference on Pervasive Computing and Communications Workshops
Confidence-based data management for personal area sensor networks
DMSN '04 Proceeedings of the 1st international workshop on Data management for sensor networks: in conjunction with VLDB 2004
Snapshot Queries: Towards Data-Centric Sensor Networks
ICDE '05 Proceedings of the 21st International Conference on Data Engineering
Exploiting Correlated Attributes in Acquisitional Query Processing
ICDE '05 Proceedings of the 21st International Conference on Data Engineering
SPASS: scalable and energy-efficient data acquisition in sensor databases
Proceedings of the 4th ACM international workshop on Data engineering for wireless and mobile access
Holistic aggregates in a networked world: distributed tracking of approximate quantiles
Proceedings of the 2005 ACM SIGMOD international conference on Management of data
Tributaries and deltas: efficient and robust aggregation in sensor network streams
Proceedings of the 2005 ACM SIGMOD international conference on Management of data
Tuning query performance in mobile sensor databases
Proceedings of the 6th international conference on Mobile data management
Data cleaning using belief propagation
Proceedings of the 2nd international workshop on Information quality in information systems
Quantifying eavesdropping vulnerability in sensor networks
DMSN '05 Proceedings of the 2nd international workshop on Data management for sensor networks
Sketching streams through the net: distributed approximate query tracking
VLDB '05 Proceedings of the 31st international conference on Very large data bases
Adaptive stream filters for entity-based queries with non-value tolerance
VLDB '05 Proceedings of the 31st international conference on Very large data bases
Content-based routing: different plans for different data
VLDB '05 Proceedings of the 31st international conference on Very large data bases
Context for Ubiquitous Data Management
UDM '05 Proceedings of the International Workshop on Ubiquitous Data Management
Intelligent light control using sensor networks
Proceedings of the 3rd international conference on Embedded networked sensor systems
Proceedings of the 14th ACM international conference on Information and knowledge management
Near-optimal sensor placements in Gaussian processes
ICML '05 Proceedings of the 22nd international conference on Machine learning
Active learning for sampling in time-series experiments with application to gene expression analysis
ICML '05 Proceedings of the 22nd international conference on Machine learning
Near-optimal sensor placements: maximizing information while minimizing communication cost
Proceedings of the 5th international conference on Information processing in sensor networks
Data gathering tours in sensor networks
Proceedings of the 5th international conference on Information processing in sensor networks
eSENSE: energy efficient stochastic sensing framework scheme for wireless sensor platforms
Proceedings of the 5th international conference on Information processing in sensor networks
Asking the right questions: model-driven optimization using probes
Proceedings of the twenty-fifth ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems
Approximate quantiles and the order of the stream
Proceedings of the twenty-fifth ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems
Contour map matching for event detection in sensor networks
Proceedings of the 2006 ACM SIGMOD international conference on Management of data
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
Online outlier detection in sensor data using non-parametric models
VLDB '06 Proceedings of the 32nd international conference on Very large data bases
Adaptive execution of variable-accuracy functions
VLDB '06 Proceedings of the 32nd international conference on Very large data bases
Efficient processing of aggregation queries in sensor networks
Distributed and Parallel Databases
Efficient join processing over uncertain data
CIKM '06 Proceedings of the 15th ACM international conference on Information and knowledge management
ACM Transactions on Sensor Networks (TOSN)
Modeling spatially correlated data in sensor networks
ACM Transactions on Sensor Networks (TOSN)
A prediction error-based hypothesis testing method for sensor data acquisition
ACM Transactions on Sensor Networks (TOSN)
Optimized query planning of continuous aggregation queries in dynamic data dissemination networks
Proceedings of the 16th international conference on World Wide Web
In-network execution of monitoring queries in sensor networks
Proceedings of the 2007 ACM SIGMOD international conference on Management of data
Streaming in a connected world: querying and tracking distributed data streams
Proceedings of the 2007 ACM SIGMOD international conference on Management of data
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
Management of probabilistic data: foundations and challenges
Proceedings of the twenty-sixth ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems
Optimization of continuous queries with shared expensive filters
Proceedings of the twenty-sixth ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems
Proceedings of the 2007 inaugural international conference on Distributed event-based systems
Collaborative broadcasting and compression in cluster-based wireless sensor networks
ACM Transactions on Sensor Networks (TOSN)
IEEE Transactions on Parallel and Distributed Systems
Top-k Monitoring in Wireless Sensor Networks
IEEE Transactions on Knowledge and Data Engineering
Localized Outlying and Boundary Data Detection in Sensor Networks
IEEE Transactions on Knowledge and Data Engineering
A Survey of Fault Management in Wireless Sensor Networks
Journal of Network and Systems Management
Range search on multidimensional uncertain data
ACM Transactions on Database Systems (TODS)
Sensing workload scheduling in hierarchical sensor networks for data fusion applications
IWCMC '07 Proceedings of the 2007 international conference on Wireless communications and mobile computing
Model-driven optimization using adaptive probes
SODA '07 Proceedings of the eighteenth annual ACM-SIAM symposium on Discrete algorithms
Dissemination of compressed historical information in sensor networks
The VLDB Journal — The International Journal on Very Large Data Bases
Similarity-aware query allocation in sensor networks with multiple base stations
DMSN '07 Proceedings of the 4th workshop on Data management for sensor networks: in conjunction with 33rd International Conference on Very Large Data Bases
ASAP: An Adaptive Sampling Approach to Data Collection in Sensor Networks
IEEE Transactions on Parallel and Distributed Systems
Processing proximity queries in sensor networks
DMSN '06 Proceedings of the 3rd workshop on Data management for sensor networks: in conjunction with VLDB 2006
Impact of multi-query optimization in sensor networks
DMSN '06 Proceedings of the 3rd workshop on Data management for sensor networks: in conjunction with VLDB 2006
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
Network scheduling for data archiving applications in sensor networks
DMSN '06 Proceedings of the 3rd workshop on Data management for sensor networks: in conjunction with VLDB 2006
A framework for the automated generation of power-efficient classifiers for embedded sensor nodes
Proceedings of the 5th international conference on Embedded networked sensor systems
Application semantics in query optimization for WSNs
Proceedings of the 5th international conference on Embedded networked sensor systems
Materialized views in probabilistic databases: for information exchange and query optimization
VLDB '07 Proceedings of the 33rd international conference on Very large data bases
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
MIST: distributed indexing and querying in sensor networks using statistical models
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
Synopsis diffusion for robust aggregation in sensor networks
ACM Transactions on Sensor Networks (TOSN)
Programming models for sensor networks: A survey
ACM Transactions on Sensor Networks (TOSN)
Bandwidth-constrained queries in sensor networks
The VLDB Journal — The International Journal on Very Large Data Bases
Proceedings of the 2008 ACM symposium on Applied computing
Approximate continuous querying over distributed streams
ACM Transactions on Database Systems (TODS)
Sensor Selection for Minimizing Worst-Case Prediction Error
IPSN '08 Proceedings of the 7th international conference on Information processing in sensor networks
IPSN '08 Proceedings of the 7th international conference on Information processing in sensor networks
Algorithms for subset selection in linear regression
STOC '08 Proceedings of the fortieth annual ACM symposium on Theory of computing
Finding frequent items in probabilistic data
Proceedings of the 2008 ACM SIGMOD international conference on Management of data
Collaborative data gathering in wireless sensor networks using measurement co-occurrence
Computer Communications
ACM Transactions on Sensor Networks (TOSN)
Asynchronous in-network prediction: Efficient aggregation in sensor networks
ACM Transactions on Sensor Networks (TOSN)
ACM SIGACT News
The Journal of Machine Learning Research
Robust and efficient aggregate query processing in wireless sensor networks
Mobile Networks and Applications
International Journal of Network Management
Query Selectivity Estimation for Uncertain Data
SSDBM '08 Proceedings of the 20th international conference on Scientific and Statistical Database Management
Quality-Aware Probing of Uncertain Data with Resource Constraints
SSDBM '08 Proceedings of the 20th international conference on Scientific and Statistical Database Management
New Data Types and Operations to Support Geo-streams
GIScience '08 Proceedings of the 5th international conference on Geographic Information Science
A dynamic data structure for top-k queries on uncertain data
Theoretical Computer Science
Sensor Queries: Algebraic Optimization for Time and Energy
International Journal of Distributed Sensor Networks
IEEE/ACM Transactions on Networking (TON)
Cleaning uncertain data with quality guarantees
Proceedings of the VLDB Endowment
Exploiting shared correlations in probabilistic databases
Proceedings of the VLDB Endowment
Systems aspects of probabilistic data management
Proceedings of the VLDB Endowment
Data quality and query cost in pervasive sensing systems
Pervasive and Mobile Computing
Distributed image search in camera sensor networks
Proceedings of the 6th ACM conference on Embedded network sensor systems
Energy conservation in wireless sensor networks: A survey
Ad Hoc Networks
Multi-dimensional online tracking
SODA '09 Proceedings of the twentieth Annual ACM-SIAM Symposium on Discrete Algorithms
Robust approximate aggregation in sensor data management systems
ACM Transactions on Database Systems (TODS)
Evaluating probability threshold k-nearest-neighbor queries over uncertain data
Proceedings of the 12th International Conference on Extending Database Technology: Advances in Database Technology
Sensor network data fault types
ACM Transactions on Sensor Networks (TOSN)
Semantic Sensor Net: an extensible framework
International Journal of Ad Hoc and Ubiquitous Computing
Anytime measures for top-k algorithms on exact and fuzzy data sets
The VLDB Journal — The International Journal on Very Large Data Bases
Statistical methods to estimate vehicle count using traffic cameras
Multidimensional Systems and Signal Processing
Query Allocation in Wireless Sensor Networks with Multiple Base Stations
DASFAA '09 Proceedings of the 14th International Conference on Database Systems for Advanced Applications
Flooding-Assisted Threshold Assignment for Aggregate Monitoring in Sensor Networks
ICDCN '09 Proceedings of the 10th International Conference on Distributed Computing and Networking
Inquiry and Introspection for Non-deterministic Queries in Mobile Networks
FASE '09 Proceedings of the 12th International Conference on Fundamental Approaches to Software Engineering: Held as Part of the Joint European Conferences on Theory and Practice of Software, ETAPS 2009
Probabilistic databases: diamonds in the dirt
Communications of the ACM - Barbara Liskov: ACM's A.M. Turing Award Winner
Hierarchically compressed wavelet synopses
The VLDB Journal — The International Journal on Very Large Data Bases
Self-correlating predictive information tracking for large-scale production systems
ICAC '09 Proceedings of the 6th international conference on Autonomic computing
Optimal tracking of distributed heavy hitters and quantiles
Proceedings of the twenty-eighth ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems
Consensus answers for queries over probabilistic databases
Proceedings of the twenty-eighth ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems
Ranking distributed probabilistic data
Proceedings of the 2009 ACM SIGMOD International Conference on Management of data
Large-scale uncertainty management systems: learning and exploiting your data
Proceedings of the 2009 ACM SIGMOD International Conference on Management of data
Similarity Based Optimization for Multiple Query Processing in Wireless Sensor Networks
DCOSS '09 Proceedings of the 5th IEEE International Conference on Distributed Computing in Sensor Systems
Automated Assessment of Aggregate Query Imprecision in Dynamic Environments
DAIS '09 Proceedings of the 9th IFIP WG 6.1 International Conference on Distributed Applications and Interoperable Systems
A combined inductive and deductive sense data extraction and visualisation service
Proceedings of the 2009 international conference on Pervasive services
Fault Tolerant Evaluation of Continuous Selection Queries over Sensor Data
International Journal of Distributed Sensor Networks
Continuously monitoring top-k uncertain data streams: a probabilistic threshold method
Distributed and Parallel Databases
Multi-armed Bandits with Metric Switching Costs
ICALP '09 Proceedings of the 36th Internatilonal Collogquium on Automata, Languages and Programming: Part II
Application Domain Driven Data Visualisation Framework for Wireless Sensor Networks
UIC '09 Proceedings of the 6th International Conference on Ubiquitous Intelligence and Computing
Building Efficient Aggregation Trees for Sensor Network Event-Monitoring Queries
GSN '09 Proceedings of the 3rd International Conference on GeoSensor Networks
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
PEJA: progressive energy-efficient join processing for sensor networks
Journal of Computer Science and Technology
Dynamic Threshold Control-Based Adaptive Message Filtering in Mobile Sensor Networks
ICCSA '09 Proceedings of the International Conference on Computational Science and Its Applications: Part I
Simultaneous placement and scheduling of sensors
IPSN '09 Proceedings of the 2009 International Conference on Information Processing in Sensor Networks
Sensor ranking: A primitive for efficient content-based sensor search
IPSN '09 Proceedings of the 2009 International Conference on Information Processing in Sensor Networks
Approximating sensor network queries using in-network summaries
IPSN '09 Proceedings of the 2009 International Conference on Information Processing in Sensor Networks
Routing-Aware Query Optimization for Conserving Energy in Wireless Sensor Networks
WASA '09 Proceedings of the 4th International Conference on Wireless Algorithms, Systems, and Applications
CAMS: OLAPing Multidimensional Data Streams Efficiently
DaWaK '09 Proceedings of the 11th International Conference on Data Warehousing and Knowledge Discovery
PRESTO: feedback-driven data management in sensor networks
IEEE/ACM Transactions on Networking (TON)
Nonmyopic informative path planning in spatio-temporal models
AAAI'07 Proceedings of the 22nd national conference on Artificial intelligence - Volume 1
Dynamic mixture models for multiple time series
IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence
Journal of Systems and Software
Cluster-Swap: A Distributed K-median Algorithm for Sensor Networks
WI-IAT '09 Proceedings of the 2009 IEEE/WIC/ACM International Joint Conference on Web Intelligence and Intelligent Agent Technology - Volume 02
Optimal value of information in graphical models
Journal of Artificial Intelligence Research
IJCAI'05 Proceedings of the 19th international joint conference on Artificial intelligence
The VLDB Journal — The International Journal on Very Large Data Bases
PrDB: managing and exploiting rich correlations in probabilistic databases
The VLDB Journal — The International Journal on Very Large Data Bases
PAQ: persistent adaptive query middleware for dynamic environments
Proceedings of the 10th ACM/IFIP/USENIX International Conference on Middleware
A parametric POMDP framework for efficient data acquisition in error prone wireless sensor networks
ISWPC'09 Proceedings of the 4th international conference on Wireless pervasive computing
Quality assurance for data acquisition in error prone WSNs
ICUFN'09 Proceedings of the first international conference on Ubiquitous and future networks
A grid-based dynamic load balancing approach for data-centric storage in wireless sensor networks
Computers and Electrical Engineering
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
A wavelet transform for efficient consolidation of sensor relations with quality guarantees
Proceedings of the VLDB Endowment
Enabling ε-approximate querying in sensor networks
Proceedings of the VLDB Endowment
Workload-aware indexing of continuously moving objects
Proceedings of the VLDB Endowment
Tuning database configuration parameters with iTuned
Proceedings of the VLDB Endowment
An Algorithm for Treating Uncertainties in the Visualization of Pipeline Sensors' Datasets
IVIC '09 Proceedings of the 1st International Visual Informatics Conference on Visual Informatics: Bridging Research and Practice
Distributed threshold selection for aggregate threshold monitoring in sensor networks
CCNC'09 Proceedings of the 6th IEEE Conference on Consumer Communications and Networking Conference
Wireless sensor networks for soil science
International Journal of Sensor Networks
Proceedings of the 2010 EDBT/ICDT Workshops
DCOSS'07 Proceedings of the 3rd IEEE international conference on Distributed computing in sensor systems
A clustered routing protocol with distributed intrusion detection for wireless sensor networks
APWeb/WAIM'07 Proceedings of the joint 9th Asia-Pacific web and 8th international conference on web-age information management conference on Advances in data and web management
Flexible selection of wavelet coefficients based on the estimation error of predefined queries
PAKDD'07 Proceedings of the 2007 international conference on Emerging technologies in knowledge discovery and data mining
Dynamic structures for top-k queries on uncertain data
ISAAC'07 Proceedings of the 18th international conference on Algorithms and computation
Bayesian reasoning for sensor group-queries and diagnosis
DASFAA'07 Proceedings of the 12th international conference on Database systems for advanced applications
Flexible selection of wavelet coefficients for continuous data stream reduction
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
Querying objects modeled by arbitrary probability distributions
SSTD'07 Proceedings of the 10th international conference on Advances in spatial and temporal databases
Predictive modeling-based data collection in wireless sensor networks
EWSN'08 Proceedings of the 5th European conference on Wireless sensor networks
Online distributed sensor selection
Proceedings of the 9th ACM/IEEE International Conference on Information Processing in Sensor Networks
Data aggregation in sensor networks: no more a slave to routing
Allerton'09 Proceedings of the 47th annual Allerton conference on Communication, control, and computing
Region extreme value query in sensor networks
FSKD'09 Proceedings of the 6th international conference on Fuzzy systems and knowledge discovery - Volume 5
International Journal of Sensor Networks
Aggregate queries for discrete and continuous probabilistic XML
Proceedings of the 13th International Conference on Database Theory
Proceedings of the twenty-ninth ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems
PODS: a new model and processing algorithms for uncertain data streams
Proceedings of the 2010 ACM SIGMOD International Conference on Management of data
Processing continuous join queries in sensor networks: a filtering approach
Proceedings of the 2010 ACM SIGMOD International Conference on Management of data
GRN model of probabilistic databases: construction, transition and querying
Proceedings of the 2010 ACM SIGMOD International Conference on Management of data
Querying and cleaning uncertain data
QuaCon'09 Proceedings of the 1st international conference on Quality of context
PAQ: persistent adaptive query middleware for dynamic environments
Middleware'09 Proceedings of the ACM/IFIP/USENIX 10th international conference on Middleware
Reverse ranking query over imprecise spatial data
Proceedings of the 1st International Conference and Exhibition on Computing for Geospatial Research & Application
On computing compression trees for data collection in wireless sensor networks
INFOCOM'10 Proceedings of the 29th conference on Information communications
Mining uncertain data with probabilistic guarantees
Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining
Probabilistic model for accuracy estimation in approximate monodimensional analyses
WSEAS Transactions on Computers
How to probe for an extreme value
ACM Transactions on Algorithms (TALG)
2PDA: two-phase data approximation in wireless sensor network
Proceedings of the 7th ACM workshop on Performance evaluation of wireless ad hoc, sensor, and ubiquitous networks
Accelerating probabilistic frequent itemset mining: a model-based approach
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
IKNOS: inference and knowledge in networks of sensors
International Journal of Sensor Networks
Efficient fuzzy top-k query processing over uncertain objects
DEXA'10 Proceedings of the 21st international conference on Database and expert systems applications: Part I
Data selection for exact value acquisition to improve uncertain clustering
WAIM'10 Proceedings of the 11th international conference on Web-age information management
Efficient data collection and event boundary detection in wireless sensor networks using tiny models
GIScience'10 Proceedings of the 6th international conference on Geographic information science
Collection trees for event-monitoring queries
Information Systems
Parsimonious linear fingerprinting for time series
Proceedings of the VLDB Endowment
Ranking continuous probabilistic datasets
Proceedings of the VLDB Endowment
Explore or exploit?: effective strategies for disambiguating large databases
Proceedings of the VLDB Endowment
Conditioning and aggregating uncertain data streams: going beyond expectations
Proceedings of the VLDB Endowment
Robust sensor placements at informative and communication-efficient locations
ACM Transactions on Sensor Networks (TOSN)
Distributed adaptive top-k monitoring in wireless sensor networks
Journal of Systems and Software
TIDES--a new descriptor for time series oscillation behavior
Geoinformatica
Distributed frequent items detection on uncertain data
ADMA'10 Proceedings of the 6th international conference on Advanced data mining and applications: Part I
Queries and materialized views on probabilistic databases
Journal of Computer and System Sciences
A case study of participatory data transfer for urban temperature monitoring
W2GIS'11 Proceedings of the 10th international conference on Web and wireless geographical information systems
Efficient query evaluation over probabilistic XML with long-distance dependencies
Proceedings of the 2011 Joint EDBT/ICDT Ph.D. Workshop
Accuracy estimation in approximate query processing
ICCOMP'10 Proceedings of the 14th WSEAS international conference on Computers: part of the 14th WSEAS CSCC multiconference - Volume II
Cost based in-network join strategy in tree routing sensor networks
Information Sciences: an International Journal
Detecting proximity events in sensor networks
Information Systems
OLIC: online information compression for scalable hosting infrastructure monitoring
Proceedings of the Nineteenth International Workshop on Quality of Service
Design and implementation of configurable simulation system for embedded software based on MDA
Proceedings of the 2010 Summer Computer Simulation Conference
On dynamic data-driven selection of sensor streams
Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining
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
A truly dynamic data structure for top-k queries on uncertain data
SSDBM'11 Proceedings of the 23rd international conference on Scientific and statistical database management
Probabilistic threshold join over distributed uncertain data
WAIM'11 Proceedings of the 12th international conference on Web-age information management
Capturing continuous data and answering aggregate queries in probabilistic XML
ACM Transactions on Database Systems (TODS)
An adaptive and composite spatio-temporal data compression approach for wireless sensor networks
Proceedings of the 14th ACM international conference on Modeling, analysis and simulation of wireless and mobile systems
Model refinement and data filtering in high-tunnel greenhouse sensor network
Proceedings of the 7th ACM symposium on QoS and security for wireless and mobile networks
Adaptive Uncertainty Resolution in Bayesian Combinatorial Optimization Problems
ACM Transactions on Algorithms (TALG)
Resource-efficient and reliable long term wireless monitoring of the photoplethysmographic signal
Proceedings of the 2nd Conference on Wireless Health
JSense: prototyping sensor-based, location-aware applications in java
UCS'06 Proceedings of the Third international conference on Ubiquitous Computing Systems
Declarative support for sensor data cleaning
PERVASIVE'06 Proceedings of the 4th international conference on Pervasive Computing
Stochastically consistent caching and dynamic duty cycling for erratic sensor sources
DCOSS'06 Proceedings of the Second IEEE international conference on Distributed Computing in Sensor Systems
Design automation of cellular neural networks for data fusion applications
Microprocessors & Microsystems
Context-aware and quality-aware algorithms for efficient mobile object management
Pervasive and Mobile Computing
Multivariate stream data reduction in sensor network applications
EUC'05 Proceedings of the 2005 international conference on Embedded and Ubiquitous Computing
Processing probabilistic range query over imprecise data based on quality of result
APWeb'06 Proceedings of the 2006 international conference on Advanced Web and Network Technologies, and Applications
Pattern-based event detection in sensor networks
Distributed and Parallel Databases
Energy-aware sparse approximation technique (EAST) for rechargeable wireless sensor networks
EWSN'10 Proceedings of the 7th European conference on Wireless Sensor Networks
Semantic sensor net: an extensible framework
ICCNMC'05 Proceedings of the Third international conference on Networking and Mobile Computing
Improving mining quality by exploiting data dependency
PAKDD'05 Proceedings of the 9th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining
Multidimensional online tracking
ACM Transactions on Algorithms (TALG)
MATES'05 Proceedings of the Third German conference on Multiagent System Technologies
A context-aware preference model for database querying in an ambient intelligent environment
DEXA'06 Proceedings of the 17th international conference on Database and Expert Systems Applications
Phenomenon-aware sensor database systems
EDBT'06 Proceedings of the 2006 international conference on Current Trends in Database Technology
PAQ: time series forecasting for approximate query answering in sensor networks
EWSN'06 Proceedings of the Third European conference on Wireless Sensor Networks
Adaptive submodularity: theory and applications in active learning and stochastic optimization
Journal of Artificial Intelligence Research
Local structure and determinism in probabilistic databases
SIGMOD '12 Proceedings of the 2012 ACM SIGMOD International Conference on Management of Data
Fast track article: Using snapshot query fidelity to adapt continuous query execution
Pervasive and Mobile Computing
Sensor network data fault detection with maximum a posteriori selection and bayesian modeling
ACM Transactions on Sensor Networks (TOSN)
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
Mining probabilistically frequent sequential patterns in uncertain databases
Proceedings of the 15th International Conference on Extending Database Technology
Belief based data cleaning for wireless sensor networks
Wireless Communications & Mobile Computing
P-top-k queries in a probabilistic framework from information extraction models
Computers & Mathematics with Applications
On Managing Very Large Sensor-Network Data Using Bigtable
CCGRID '12 Proceedings of the 2012 12th IEEE/ACM International Symposium on Cluster, Cloud and Grid Computing (ccgrid 2012)
Minimum-time aggregation scheduling in duty-cycled wireless sensor networks
Journal of Computer Science and Technology - Special issue on Natural Language Processing
Efficient fuzzy ranking queries in uncertain databases
Applied Intelligence
DAGger: clustering correlated uncertain data (to predict asset failure in energy networks)
Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining
UBIQUEST, for rapid prototyping of networking applications
Proceedings of the 16th International Database Engineering & Applications Sysmposium
Optimizing notifications of subscription-based forecast queries
SSDBM'12 Proceedings of the 24th international conference on Scientific and Statistical Database Management
ACM Transactions on Sensor Networks (TOSN)
Dispersion-based prediction framework for estimating missing values in wireless sensor networks
International Journal of Sensor Networks
A data imputation model in sensor databases
HPCC'07 Proceedings of the Third international conference on High Performance Computing and Communications
Packet-level attestation (PLA): A framework for in-network sensor data reliability
ACM Transactions on Sensor Networks (TOSN)
Trustworthiness analysis of sensor data in cyber-physical systems
Journal of Computer and System Sciences
Hybrid-Learning based data gathering in wireless sensor networks
ACIIDS'13 Proceedings of the 5th Asian conference on Intelligent Information and Database Systems - Volume Part II
Utility-driven data acquisition in participatory sensing
Proceedings of the 16th International Conference on Extending Database Technology
Active node determination for correlated data gathering in wireless sensor networks
Computer Networks: The International Journal of Computer and Telecommunications Networking
Leveraging graphical models to improve accuracy and reduce privacy risks of mobile sensing
Proceeding of the 11th annual international conference on Mobile systems, applications, and services
Distributed and Parallel Databases
FARP: Mining fuzzy association rules from a probabilistic quantitative database
Information Sciences: an International Journal
Efficient and scalable monitoring and summarization of large probabilistic data
Proceedings of the 2013 Sigmod/PODS Ph.D. symposium on PhD symposium
Efficient pruning algorithm for top-K ranking on dataset with value uncertainty
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
Proceedings of the 10th ACM symposium on Performance evaluation of wireless ad hoc, sensor, & ubiquitous networks
Proceedings of the 16th ACM international conference on Modeling, analysis & simulation of wireless and mobile systems
Pushing a standard wireless sensor network stack for ultra-low data rates
Proceedings of the 11th ACM Conference on Embedded Networked Sensor Systems
Compression in wireless sensor networks: A survey and comparative evaluation
ACM Transactions on Sensor Networks (TOSN)
In-network approximate computation of outliers with quality guarantees
Information Systems
Sketch-based geometric monitoring of distributed stream queries
Proceedings of the VLDB Endowment
Supporting user-defined functions on uncertain data
Proceedings of the VLDB Endowment
Entity resolution for distributed probabilistic data
Distributed and Parallel Databases
Top-k entities query processing on uncertainly fused multi-sensory data
Personal and Ubiquitous Computing
Simulation framework for real-time database on WSNs
Journal of Network and Computer Applications
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Declarative queries are proving to be an attractive paradigm for ineracting with networks of wireless sensors. The metaphor that "the sensornet is a database" is problematic, however, because sensors do not exhaustively represent the data in the real world. In order to map the raw sensor readings onto physical reality, a model of that reality is required to complement the readings. In this paper, we enrich interactive sensor querying with statistical modeling techniques. We demonstrate that such models can help provide answers that are both more meaningful, and, by introducing approximations with probabilistic confidences, significantly more efficient to compute in both time and energy. Utilizing the combination of a model and live data acquisition raises the challenging optimization problem of selecting the best sensor readings to acquire, balancing the increase in the confidence of our answer against the communication and data acquisition costs in the network. We describe an exponential time algorithm for finding the optimal solution to this optimization problem, and a polynomial-time heuristic for identifying solutions that perform well in practice. We evaluate our approach on several real-world sensor-network data sets, taking into account the real measured data and communication quality, demonstrating that our model-based approach provides a high-fidelity representation of the real phenomena and leads to significant performance gains versus traditional data acquisition techniques.