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
System architecture directions for networked sensors
ASPLOS IX Proceedings of the ninth international conference on Architectural support for programming languages and operating systems
The cricket compass for context-aware mobile applications
Proceedings of the 7th annual international conference on Mobile computing and networking
Probabilistic Networks and Expert Systems
Probabilistic Networks and Expert Systems
GHT: a geographic hash table for data-centric storage
WSNA '02 Proceedings of the 1st ACM international workshop on Wireless sensor networks and applications
Nonserial Dynamic Programming
Impact of Network Density on Data Aggregation in Wireless Sensor Networks
ICDCS '02 Proceedings of the 22 nd International Conference on Distributed Computing Systems (ICDCS'02)
TOSSIM: accurate and scalable simulation of entire TinyOS applications
Proceedings of the 1st international conference on Embedded networked sensor systems
The design and evaluation of a query processing architecture for sensor networks
The design and evaluation of a query processing architecture for sensor networks
Boundary estimation in sensor networks: theory and methods
IPSN'03 Proceedings of the 2nd international conference on Information processing in sensor networks
Robust probabilistic inference in distributed systems
UAI '04 Proceedings of the 20th conference on Uncertainty in artificial intelligence
Optimization of in-network data reduction
DMSN '04 Proceeedings of the 1st international workshop on Data management for sensor networks: in conjunction with VLDB 2004
Accuracy-aware data modeling in 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: maximizing information while minimizing communication cost
Proceedings of the 5th international conference on Information processing in sensor networks
A supervised learning approach for routing optimizations in wireless sensor networks
REALMAN '06 Proceedings of the 2nd international workshop on Multi-hop ad hoc networks: from theory to reality
MauveDB: supporting model-based user views in database systems
Proceedings of the 2006 ACM SIGMOD international conference on Management of data
A robust architecture for distributed inference in sensor networks
IPSN '05 Proceedings of the 4th international symposium on Information processing in sensor networks
Online outlier detection in sensor data using non-parametric models
VLDB '06 Proceedings of the 32nd international conference on Very large data bases
Contour maps: monitoring and diagnosis in sensor networks
Computer Networks: The International Journal of Computer and Telecommunications Networking
CASES '06 Proceedings of the 2006 international conference on Compilers, architecture and synthesis for embedded systems
ACM Transactions on Sensor Networks (TOSN)
A prediction error-based hypothesis testing method for sensor data acquisition
ACM Transactions on Sensor Networks (TOSN)
A cross-layer architecture of wireless sensor networks for target tracking
IEEE/ACM Transactions on Networking (TON)
Streaming in a connected world: querying and tracking distributed data streams
Proceedings of the 2007 ACM SIGMOD international conference on Management of data
Information fusion for wireless sensor networks: Methods, models, and classifications
ACM Computing Surveys (CSUR)
A Survey of Fault Management in Wireless Sensor Networks
Journal of Network and Systems Management
ASAP: An Adaptive Sampling Approach to Data Collection in Sensor Networks
IEEE Transactions on Parallel and Distributed Systems
Immune system based distributed node and rate selection in wireless sensor networks
Proceedings of the 1st international conference on Bio inspired models of network, information and computing systems
Predicting link quality using supervised learning in wireless sensor networks
ACM SIGMOBILE Mobile Computing and Communications Review
Exploiting data correlation for multi-scale processing in sensor networks
Proceedings of the 2nd international conference on Scalable information systems
Using Echo State Networks for Anomaly Detection in Underground Coal Mines
IPSN '08 Proceedings of the 7th international conference on Information processing in sensor networks
Toward multi-level modeling of robotic sensor networks: a case study in acoustic event monitoring
Proceedings of the 1st international conference on Robot communication and coordination
Compressing Moving Object Trajectory in Wireless Sensor Networks
International Journal of Distributed Sensor Networks - Sensor Networks, Ubiquitous and Trustworthy Computing
Kriging for Localized Spatial Interpolation in Sensor Networks
SSDBM '08 Proceedings of the 20th international conference on Scientific and Statistical Database Management
Fuzzy modeling for data cleaning in sensor networks
International Journal of Hybrid Intelligent Systems - Recent Advances in Intelligent Paradigms Fusion and Their Applications
PoolView: stream privacy for grassroots participatory sensing
Proceedings of the 6th ACM conference on Embedded network sensor systems
Data fusion and topology control in wireless sensor networks
WSEAS Transactions on Signal Processing
WASA '08 Proceedings of the Third International Conference on Wireless Algorithms, Systems, and Applications
MEMMU: Memory expansion for MMU-less embedded systems
ACM Transactions on Embedded Computing Systems (TECS)
GAMPS: compressing multi sensor data by grouping and amplitude scaling
Proceedings of the 2009 ACM SIGMOD International Conference on Management of data
Near-optimal Bayesian localization via incoherence and sparsity
IPSN '09 Proceedings of the 2009 International Conference on Information Processing in Sensor Networks
AAAI'05 Proceedings of the 20th national conference on Artificial intelligence - Volume 3
A collaborative training algorithm for distributed learning
IEEE Transactions on Information Theory
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
Nonparametric combinatorial regression for shape constrained modeling
IEEE Transactions on Signal Processing
Information Sciences: an International Journal
Energy-efficient data gathering in wireless sensor networks with asynchronous sampling
ACM Transactions on Sensor Networks (TOSN)
Towards energy-efficient skyline monitoring in wireless sensor networks
EWSN'07 Proceedings of the 4th European conference on Wireless sensor networks
Leveraging redundancy in sampling-interpolation applications for sensor networks
DCOSS'07 Proceedings of the 3rd IEEE international conference on Distributed computing in sensor systems
Distributed, hierarchical clustering and summarization in 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
Towards in-network data prediction in wireless sensor networks
Proceedings of the 2010 ACM Symposium on Applied Computing
Discovery of frequent distributed event patterns in sensor networks
EWSN'08 Proceedings of the 5th European conference on Wireless sensor networks
Tracking dynamic boundary fronts using range sensors
EWSN'08 Proceedings of the 5th European conference on Wireless sensor networks
Detection for anomaly data in microseismic survey
IITA'09 Proceedings of the 3rd international conference on Intelligent information technology application
PODS: a new model and processing algorithms for uncertain data streams
Proceedings of the 2010 ACM SIGMOD International Conference on Management of data
ACM Transactions on Sensor Networks (TOSN)
Adaptive data collection in sensor networks
WD'09 Proceedings of the 2nd IFIP conference on Wireless days
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
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
A decentralized approach for nonlinear prediction of time series data in sensor networks
EURASIP Journal on Wireless Communications and Networking - Special issue on theoretical and algorithmic foundations of wireless ad hoc and sensor networks
Two-fold spatiotemporal regression modeling in wireless sensor networks
ADMA'10 Proceedings of the 6th international conference on Advanced data mining and applications - Volume Part II
An Energy Efficient Path Finding Query Protocol in Wireless Sensor Networks
GREENCOM-CPSCOM '10 Proceedings of the 2010 IEEE/ACM Int'l Conference on Green Computing and Communications & Int'l Conference on Cyber, Physical and Social Computing
Efficient Sensing Topology Management for Spatial Monitoring with Sensor Networks
Journal of Signal Processing Systems
Modeling and detecting events for sensor networks
Information Fusion
Practical data compression in wireless sensor networks: A survey
Journal of Network and Computer Applications
A distortion-aware scheduling approach for wireless sensor networks
DCOSS'06 Proceedings of the Second IEEE international conference on Distributed Computing in Sensor Systems
Building graphical model based system in sensor networks
EUC'05 Proceedings of the 2005 international conference on Embedded and Ubiquitous Computing
Distributed spatial clustering in sensor networks
EDBT'06 Proceedings of the 10th international conference on Advances in Database Technology
Pattern-based event detection in sensor networks
Distributed and Parallel Databases
Sensor network localization using least squares kernel regression
KES'06 Proceedings of the 10th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part III
Survey: Streaming techniques and data aggregation in networks of tiny artefacts
Computer Science Review
Distributed parametric and nonparametric regression with on-line performance bounds computation
Automatica (Journal of IFAC)
A new data aggregation scheme via adaptive compression for wireless sensor networks
ACM Transactions on Sensor Networks (TOSN)
CLARO: modeling and processing uncertain data streams
The VLDB Journal — The International Journal on Very Large Data Bases
An algorithmic strategy for in-network distributed spatial analysis in wireless sensor networks
Journal of Parallel and Distributed Computing
Packet-level attestation (PLA): A framework for in-network sensor data reliability
ACM Transactions on Sensor Networks (TOSN)
Proceedings of the 28th Annual ACM Symposium on Applied Computing
A framework for processing complex queries in wireless sensor networks
ACM SIGAPP Applied Computing Review
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We present distributed regression, an efficient and general framework for in-network modeling of sensor data. In this framework, the nodes of the sensor network collaborate to optimally fit a global function to each of their local measurements. The algorithm is based upon kernel linear regression, where the model takes the form of a weighted sum of local basis functions; this provides an expressive yet tractable class of models for sensor network data. Rather than transmitting data to one another or outside the network, nodes communicate constraints on the model parameters, drastically reducing the communication required. After the algorithm is run, each node can answer queries for its local region, or the nodes can efficiently transmit the parameters of the model to a user outside the network. We present an evaluation of the algorithm based upon data from a 48-node sensor network deployment at the Intel Research - Berkeley Lab, demonstrating that our distributed algorithm converges to the optimal solution at a fast rate and is very robust to packet losses.