Rate adaptation schemes in networks with mobile hosts
MobiCom '98 Proceedings of the 4th annual ACM/IEEE international conference on Mobile computing and networking
Privacy-preserving data mining
SIGMOD '00 Proceedings of the 2000 ACM SIGMOD international conference on Management of data
On the design and quantification of privacy preserving data mining algorithms
PODS '01 Proceedings of the twentieth ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems
ACM Transactions on Internet Technology (TOIT)
Randomization in privacy preserving data mining
ACM SIGKDD Explorations Newsletter
A delay-tolerant network architecture for challenged internets
Proceedings of the 2003 conference on Applications, technologies, architectures, and protocols for computer communications
State-of-the-art in privacy preserving data mining
ACM SIGMOD Record
MediaBroker: An Architecture for Pervasive Computing
PERCOM '04 Proceedings of the Second IEEE International Conference on Pervasive Computing and Communications (PerCom'04)
Detecting and correcting malicious data in VANETs
Proceedings of the 1st ACM international workshop on Vehicular ad hoc networks
Source-location privacy in energy-constrained sensor network routing
Proceedings of the 2nd ACM workshop on Security of ad hoc and sensor networks
EZCab: A Cab Booking Application Using Short-Range Wireless Communication
PERCOM '05 Proceedings of the Third IEEE International Conference on Pervasive Computing and Communications
V3: A Vehicle-to-Vehicle Live Video Streaming Architecture
PERCOM '05 Proceedings of the Third IEEE International Conference on Pervasive Computing and Communications
MMM2: mobile media metadata for media sharing
CHI '05 Extended Abstracts on Human Factors in Computing Systems
TinyDB: an acquisitional query processing system for sensor networks
ACM Transactions on Database Systems (TODS) - Special Issue: SIGMOD/PODS 2003
Deriving private information from randomized data
Proceedings of the 2005 ACM SIGMOD international conference on Management of data
Enhancing Source-Location Privacy in Sensor Network Routing
ICDCS '05 Proceedings of the 25th IEEE International Conference on Distributed Computing Systems
VITP: an information transfer protocol for vehicular computing
Proceedings of the 2nd ACM international workshop on Vehicular ad hoc networks
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
International Journal of Robotics Research
MauveDB: supporting model-based user views in database systems
Proceedings of the 2006 ACM SIGMOD international conference on Management of data
Robust statistical methods for securing wireless localization in sensor networks
IPSN '05 Proceedings of the 4th international symposium on Information processing in sensor networks
CarTel: a distributed mobile sensor computing system
Proceedings of the 4th international conference on Embedded networked sensor systems
Proceedings of the 4th international conference on Embedded networked sensor systems
Anonymous Usage of Location-Based Services Through Spatial and Temporal Cloaking
Proceedings of the 1st international conference on Mobile systems, applications and services
VLDB '02 Proceedings of the 28th international conference on Very Large Data Bases
A tutorial on particle filters for online nonlinear/non-GaussianBayesian tracking
IEEE Transactions on Signal Processing
Proceedings of the 4th workshop on Embedded networked sensors
Urban sensing: out of the woods
Communications of the ACM - Urban sensing: out of the woods
SenseWorld: Towards Cyber-Physical Social Networks
IPSN '08 Proceedings of the 7th international conference on Information processing in sensor networks
Anonysense: privacy-aware people-centric sensing
Proceedings of the 6th international conference on Mobile systems, applications, and services
Localization in mobile ad hoc networks using cumulative route information
UbiComp '08 Proceedings of the 10th international conference on Ubiquitous computing
Seeing our signals: combining location traces and web-based models for personal discovery
Proceedings of the 9th workshop on Mobile computing systems and applications
Urban sensing systems: opportunistic or participatory?
Proceedings of the 9th workshop on Mobile computing systems and applications
Techniques for Improving Opportunistic Sensor Networking Performance
DCOSS '08 Proceedings of the 4th IEEE international conference on Distributed Computing in Sensor Systems
CaliBree: A Self-calibration System for Mobile Sensor Networks
DCOSS '08 Proceedings of the 4th IEEE international conference on Distributed Computing in Sensor Systems
PoolView: stream privacy for grassroots participatory sensing
Proceedings of the 6th ACM conference on Embedded network sensor systems
Proceedings of the 6th ACM conference on Embedded network sensor systems
Sharing and exploring sensor streams over geocentric interfaces
Proceedings of the 16th ACM SIGSPATIAL international conference on Advances in geographic information systems
Extracting high-level information from location data: the W4 diary example
Mobile Networks and Applications
Wireless Personal Communications: An International Journal
AnonySense: Opportunistic and Privacy-Preserving Context Collection
Pervasive '08 Proceedings of the 6th International Conference on Pervasive Computing
Programming pervasive and mobile computing applications: The TOTA approach
ACM Transactions on Software Engineering and Methodology (TOSEM)
Wifi-reports: improving wireless network selection with collaboration
Proceedings of the 7th international conference on Mobile systems, applications, and services
SoundSense: scalable sound sensing for people-centric applications on mobile phones
Proceedings of the 7th international conference on Mobile systems, applications, and services
Experiences of participatory sensing in the wild
Proceedings of the 11th international conference on Ubiquitous computing
Common Sense: participatory urban sensing using a network of handheld air quality monitors
Proceedings of the 7th ACM Conference on Embedded Networked Sensor Systems
Proceedings of the 17th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems
An epidemiological study of information dissemination in mobile networks
SECON'09 Proceedings of the 6th Annual IEEE communications society conference on Sensor, Mesh and Ad Hoc Communications and Networks
Opportunistic sensing: security challenges for the new paradigm
COMSNETS'09 Proceedings of the First international conference on COMmunication Systems And NETworks
Fast track article: Bubble-sensing: Binding sensing tasks to the physical world
Pervasive and Mobile Computing
Model based data access in mobile grid applications
PDCN '08 Proceedings of the IASTED International Conference on Parallel and Distributed Computing and Networks
Wireless Innovations as Enablers for Complex & Dynamic Artificial Systems
Wireless Personal Communications: An International Journal
Handling dynamics in diffusive aggregation schemes: An evaporative approach
Future Generation Computer Systems
CenceMe: injecting sensing presence into social networking applications
EuroSSC'07 Proceedings of the 2nd European conference on Smart sensing and context
Radio characterization of 802.15.4 and its impact on the design of mobile sensor networks
EWSN'08 Proceedings of the 5th European conference on Wireless sensor networks
Darwin phones: the evolution of sensing and inference on mobile phones
Proceedings of the 8th international conference on Mobile systems, applications, and services
PRISM: platform for remote sensing using smartphones
Proceedings of the 8th international conference on Mobile systems, applications, and services
GreenGPS: a participatory sensing fuel-efficient maps application
Proceedings of the 8th international conference on Mobile systems, applications, and services
DVD based moving event localization in multihop cellular sensor networks
ICC'09 Proceedings of the 2009 IEEE international conference on Communications
NoiseSPY: A Real-Time Mobile Phone Platform for Urban Noise Monitoring and Mapping
Mobile Networks and Applications
Prisense: privacy-preserving data aggregation in people-centric urban sensing systems
INFOCOM'10 Proceedings of the 29th conference on Information communications
Mobility changes everything in low-power wireless sensornets
HotOS'09 Proceedings of the 12th conference on Hot topics in operating systems
Mobility profiler: A framework for discovering mobility profiles of cell phone users
Pervasive and Mobile Computing
Examining micro-payments for participatory sensing data collections
Proceedings of the 12th ACM international conference on Ubiquitous computing
EmotionSense: a mobile phones based adaptive platform for experimental social psychology research
Proceedings of the 12th ACM international conference on Ubiquitous computing
Social sensing for epidemiological behavior change
Proceedings of the 12th ACM international conference on Ubiquitous computing
A survey of mobile phone sensing
IEEE Communications Magazine
Privacy-aware regression modeling of participatory sensing data
Proceedings of the 8th ACM Conference on Embedded Networked Sensor Systems
Dynamic pricing incentive for participatory sensing
Pervasive and Mobile Computing
A security framework for privacy-preserving data aggregation in wireless sensor networks
ACM Transactions on Sensor Networks (TOSN)
Computer Networks: The International Journal of Computer and Telecommunications Networking
AnonySense: A system for anonymous opportunistic sensing
Pervasive and Mobile Computing
Distributed velocity-dependent protocol for multihop cellular sensor networks
EURASIP Journal on Wireless Communications and Networking
REBIVE: a reliable private data aggregation scheme for wireless sensor networks
Proceedings of the 2011 ACM Symposium on Applied Computing
Data Collection in Wireless Sensor Networks with Mobile Elements: A Survey
ACM Transactions on Sensor Networks (TOSN)
Pervasive sensing to model political opinions in face-to-face networks
Pervasive'11 Proceedings of the 9th international conference on Pervasive computing
Anonygator: privacy and integrity preserving data aggregation
Proceedings of the ACM/IFIP/USENIX 11th International Conference on Middleware
Towards a spatio-temporal information system for moving objects
ICCSA'11 Proceedings of the 2011 international conference on Computational science and its applications - Volume Part I
Proceedings of the 13th international conference on Ubiquitous computing
A survey on privacy in mobile participatory sensing applications
Journal of Systems and Software
Preserving privacy in wireless sensor networks using reliable data aggregation
ACM SIGAPP Applied Computing Review
Future Generation Computer Systems
MetroTrack: predictive tracking of mobile events using mobile phones
DCOSS'10 Proceedings of the 6th IEEE international conference on Distributed Computing in Sensor Systems
On truth discovery in social sensing: a maximum likelihood estimation approach
Proceedings of the 11th international conference on Information Processing in Sensor Networks
Low power or high performance? a tradeoff whose time has come (and nearly gone)
EWSN'12 Proceedings of the 9th European conference on Wireless Sensor Networks
Unsupervised learning in body-area networks
Proceedings of the Fifth International Conference on Body Area Networks
How many makes a crowd? on the evolution of learning as a factor of community coverage
SBP'12 Proceedings of the 5th international conference on Social Computing, Behavioral-Cultural Modeling and Prediction
Putting humans in the loop: Social computing for Water Resources Management
Environmental Modelling & Software
Survey: Urban pervasive applications: Challenges, scenarios and case studies
Computer Science Review
How long to wait?: predicting bus arrival time with mobile phone based participatory sensing
Proceedings of the 10th international conference on Mobile systems, applications, and services
Helping mobile apps bootstrap with fewer users
Proceedings of the 2012 ACM Conference on Ubiquitous Computing
Engaging participants for collaborative sensing of human mobility
Proceedings of the 2012 ACM Conference on Ubiquitous Computing
Twitter in disaster mode: opportunistic communication and distribution of sensor data in emergencies
Proceedings of the 3rd Extreme Conference on Communication: The Amazon Expedition
Cloud-enabled privacy-preserving collaborative learning for mobile sensing
Proceedings of the 10th ACM Conference on Embedded Network Sensor Systems
Trade-Offs in social and behavioral modeling in mobile networks
SBP'13 Proceedings of the 6th international conference on Social Computing, Behavioral-Cultural Modeling and Prediction
On heterogeneity in mobile sensing applications aiming at representative data collection
Proceedings of the 2013 ACM conference on Pervasive and ubiquitous computing adjunct publication
Proceedings of the 2nd ACM workshop on High performance mobile opportunistic systems
Proceedings of the 11th ACM Conference on Embedded Networked Sensor Systems
Maximum likelihood analysis of conflicting observations in social sensing
ACM Transactions on Sensor Networks (TOSN)
Managing smartphone testbeds with smartlab
LISA'13 Proceedings of the 27th international conference on Large Installation System Administration
Personal and Ubiquitous Computing
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The proliferation of affordable mobile devices with processing and sensing capabilities, together with the rapid growth inubiquitous network connectivity, herald an era of mobiscopes: networked sensing applications that rely on multiple mobile sensors to accomplish global tasks. These distributed sensing systems extend the traditional sensor network model, introducing challenges in data management, data integrity, privacy, and network system design. Although several existing applications fit this description, they providetailored one-time solutions to what essentially is the same set of problems. It's time to work toward a general architecture thatidentifies common challenges and provides a general methodology for the design of future mobiscopes. Toward that end, this articlesurveys a variety of current and emerging mobile, networked, sensing applications; articulates their common challenges; and providesarchitectural guidelines and design directions for this important category of emerging distributed sensing systems. This article is partof a special issue on Building a Sensor-Rich World.