Diffusion Kernels on Graphs and Other Discrete Input Spaces
ICML '02 Proceedings of the Nineteenth International Conference on Machine Learning
Gaussian Process Regression: Active Data Selection and Test Point Rejection
Mustererkennung 2000, 22. DAGM-Symposium
k-anonymity: a model for protecting privacy
International Journal of Uncertainty, Fuzziness and Knowledge-Based Systems
A study of preferences for sharing and privacy
CHI '05 Extended Abstracts on Human Factors in Computing Systems
Near-optimal sensor placements: maximizing information while minimizing communication cost
Proceedings of the 5th international conference on Information processing in sensor networks
Gaussian Processes for Machine Learning (Adaptive Computation and Machine Learning)
Gaussian Processes for Machine Learning (Adaptive Computation and Machine Learning)
Surface street traffic estimation
Proceedings of the 5th international conference on Mobile systems, applications and services
Cost-effective outbreak detection in networks
Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining
SenseWeb: An Infrastructure for Shared Sensing
IEEE MultiMedia
Algorithms for subset selection in linear regression
STOC '08 Proceedings of the fortieth annual ACM symposium on Theory of computing
Nonmyopic informative path planning in spatio-temporal models
AAAI'07 Proceedings of the 22nd national conference on Artificial intelligence - Volume 1
Near-optimal observation selection using submodular functions
AAAI'07 Proceedings of the 22nd national conference on Artificial intelligence - Volume 2
Efficient planning of informative paths for multiple robots
IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence
Inference attacks on location tracks
PERVASIVE'07 Proceedings of the 5th international conference on Pervasive computing
ICALP'06 Proceedings of the 33rd international conference on Automata, Languages and Programming - Volume Part II
Predestination: inferring destinations from partial trajectories
UbiComp'06 Proceedings of the 8th international conference on Ubiquitous Computing
PoolView: stream privacy for grassroots participatory sensing
Proceedings of the 6th ACM conference on Embedded network sensor systems
Nericell: rich monitoring of road and traffic conditions using mobile smartphones
Proceedings of the 6th ACM conference on Embedded network sensor systems
Wifi-reports: improving wireless network selection with collaboration
Proceedings of the 7th international conference on Mobile systems, applications, and services
Using Context Annotated Mobility Profiles to Recruit Data Collectors in Participatory Sensing
LoCA '09 Proceedings of the 4th International Symposium on Location and Context Awareness
Simultaneous placement and scheduling of sensors
IPSN '09 Proceedings of the 2009 International Conference on Information Processing in Sensor Networks
SEUS '09 Proceedings of the 7th IFIP WG 10.2 International Workshop on Software Technologies for Embedded and Ubiquitous Systems
Lagrangian sensing: traffic estimation with mobile devices
ACC'09 Proceedings of the 2009 conference on American Control Conference
Ear-phone: an end-to-end participatory urban noise mapping system
Proceedings of the 9th ACM/IEEE International Conference on Information Processing in Sensor Networks
PRISM: platform for remote sensing using smartphones
Proceedings of the 8th international conference on Mobile systems, applications, and services
Mobility profiler: A framework for discovering mobility profiles of cell phone users
Pervasive and Mobile Computing
A survey of mobile phone sensing
IEEE Communications Magazine
Dynamic pricing incentive for participatory sensing
Pervasive and Mobile Computing
OpenSense: open community driven sensing of environment
Proceedings of the ACM SIGSPATIAL International Workshop on GeoStreaming
Rapid detection of rare geospatial events: earthquake warning applications
Proceedings of the 5th ACM international conference on Distributed event-based system
Review: From wireless sensor networks towards cyber physical systems
Pervasive and Mobile Computing
A survey on privacy in mobile participatory sensing applications
Journal of Systems and Software
Recruitment framework for participatory sensing data collections
Pervasive'10 Proceedings of the 8th international conference on Pervasive Computing
Spatial big-data challenges intersecting mobility and cloud computing
MobiDE '12 Proceedings of the Eleventh ACM International Workshop on Data Engineering for Wireless and Mobile Access
Towards a discipline of geospatial distributed event based systems
Proceedings of the 6th ACM International Conference on Distributed Event-Based Systems
Combining human and machine intelligence in large-scale crowdsourcing
Proceedings of the 11th International Conference on Autonomous Agents and Multiagent Systems - Volume 1
Towards fine-grained urban traffic knowledge extraction using mobile sensing
Proceedings of the ACM SIGKDD International Workshop on Urban Computing
Socially-aware market mechanism for participatory sensing
Proceedings of the first ACM international workshop on Mission-oriented wireless sensor networking
Helping mobile apps bootstrap with fewer users
Proceedings of the 2012 ACM Conference on Ubiquitous Computing
Determining the value of information for collaborative multi-agent planning
Autonomous Agents and Multi-Agent Systems
Pogo, a middleware for mobile phone sensing
Proceedings of the 13th International Middleware Conference
Utility-driven data acquisition in participatory sensing
Proceedings of the 16th International Conference on Extending Database Technology
From the internet of things to embedded intelligence
World Wide Web
Proceedings of the 11th ACM Conference on Embedded Networked Sensor Systems
EnviroMeter: a platform for querying community-sensed data
Proceedings of the VLDB Endowment
Lifelong learning for acquiring the wisdom of the crowd
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
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A great opportunity exists to fuse information from populations of privately-held sensors to create useful sensing applications. For example, GPS devices, embedded in cellphones and automobiles, might one day be employed as distributed networks of velocity sensors for traffic monitoring and routing. Unfortunately, privacy and resource considerations limit access to such data streams. We describe principles of community sensing that offer mechanisms for sharing data from privately held sensors. The methods take into account the likely availability of sensors, the context-sensitive value of sensor information, based on models of phenomena and demand, and sensor owners' preferences about privacy and resource usage. We present efficient and well-characterized approximations of optimal sensing policies. We provide details on key principles of community sensing and highlight their use within a case study for road traffic monitoring.