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
Practical Data-Oriented Microaggregation for Statistical Disclosure Control
IEEE Transactions on Knowledge and Data Engineering
Location Privacy in Pervasive Computing
IEEE Pervasive Computing
Preserving Privacy in Environments with Location-Based Applications
IEEE Pervasive Computing
Efficient Group Signature Schemes for Large Groups (Extended Abstract)
CRYPTO '97 Proceedings of the 17th Annual International Cryptology Conference on Advances in Cryptology
Limiting privacy breaches in privacy preserving data mining
Proceedings of the twenty-second ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems
k-anonymity: a model for protecting privacy
International Journal of Uncertainty, Fuzziness and Knowledge-Based Systems
Routing Through the Mist: Privacy Preserving Communication in Ubiquitous Computing Environments
ICDCS '02 Proceedings of the 22 nd International Conference on Distributed Computing Systems (ICDCS'02)
Challenge: ubiquitous location-aware computing and the "place lab" initiative
Proceedings of the 1st ACM international workshop on Wireless mobile applications and services on WLAN hotspots
SenSay: A Context-Aware Mobile Phone
ISWC '03 Proceedings of the 7th IEEE International Symposium on Wearable Computers
Privacy and Rationality in Individual Decision Making
IEEE Security and Privacy
Deriving private information from randomized data
Proceedings of the 2005 ACM SIGMOD international conference on Management of data
Stopping spyware at the gate: a user study of privacy, notice and spyware
SOUPS '05 Proceedings of the 2005 symposium on Usable privacy and security
Information revelation and privacy in online social networks
Proceedings of the 2005 ACM workshop on Privacy in the electronic society
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
L-diversity: Privacy beyond k-anonymity
ACM Transactions on Knowledge Discovery from Data (TKDD)
WICON '06 Proceedings of the 2nd annual international workshop on Wireless internet
Building a sensor network of mobile phones
Proceedings of the 6th international conference on Information processing in sensor networks
Tor: the second-generation onion router
SSYM'04 Proceedings of the 13th conference on USENIX Security Symposium - Volume 13
IEEE Pervasive Computing
Proceedings of the 4th workshop on Embedded networked sensors
Information hiding, anonymity and privacy: a modular approach
Journal of Computer Security - Special issue on WITS'02
SenseWeb: An Infrastructure for Shared Sensing
IEEE MultiMedia
The BikeNet mobile sensing system for cyclist experience mapping
Proceedings of the 5th international conference on Embedded networked sensor systems
From data privacy to location privacy: models and algorithms
VLDB '07 Proceedings of the 33rd international conference on Very large data bases
Securing vehicular ad hoc networks
Journal of Computer Security - Special Issue on Security of Ad-hoc and Sensor Networks
IPSN '08 Proceedings of the 7th international conference on Information processing in sensor networks
Virtual trip lines for distributed privacy-preserving traffic monitoring
Proceedings of the 6th international conference on Mobile systems, applications, and services
Micro-Blog: sharing and querying content through mobile phones and social participation
Proceedings of the 6th international conference on Mobile systems, applications, and services
HealthSense: classification of health-related sensor data through user-assisted machine learning
Proceedings of the 9th workshop on Mobile computing systems and applications
Automatic Collection of Fuel Prices from a Network of Mobile Cameras
DCOSS '08 Proceedings of the 4th IEEE international conference on Distributed Computing in Sensor Systems
Techniques for Improving Opportunistic Sensor Networking Performance
DCOSS '08 Proceedings of the 4th IEEE international conference on Distributed Computing in Sensor Systems
The Rise of People-Centric Sensing
IEEE Internet 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
Proceedings of the 6th ACM conference on Embedded network sensor systems
An activity recognition system for mobile phones
Mobile Networks and Applications
LiveCompare: grocery bargain hunting through participatory sensing
Proceedings of the 10th workshop on Mobile Computing Systems and Applications
BALANCE: towards a usable pervasive wellness application with accurate activity inference
Proceedings of the 10th workshop on Mobile Computing Systems and Applications
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
Exploring Privacy Concerns about Personal Sensing
Pervasive '09 Proceedings of the 7th International Conference on Pervasive Computing
Virtual individual servers as privacy-preserving proxies for mobile devices
Proceedings of the 1st ACM workshop on Networking, systems, and applications for mobile handhelds
Four billion little brothers?: privacy, mobile phones, and ubiquitous data collection
Communications of the ACM - Scratch Programming for All
SurroundSense: mobile phone localization via ambience fingerprinting
Proceedings of the 15th annual international conference on Mobile computing and networking
MobSens: Making Smart Phones Smarter
IEEE Pervasive Computing
VTrack: accurate, energy-aware road traffic delay estimation using mobile phones
Proceedings of the 7th ACM Conference on Embedded Networked Sensor Systems
BikeNet: A mobile sensing system for cyclist experience mapping
ACM Transactions on Sensor Networks (TOSN)
Fast track article: Bubble-sensing: Binding sensing tasks to the physical world
Pervasive and Mobile Computing
Moving beyond untagging: photo privacy in a tagged world
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Inference attacks on location tracks
PERVASIVE'07 Proceedings of the 5th international conference on Pervasive computing
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
Preserving privacy in participatory sensing systems
Computer Communications
Participatory sensing: applications and architecture
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
MoVi: mobile phone based video highlights via collaborative sensing
Proceedings of the 8th international conference on Mobile systems, applications, and services
Proceedings of the 12th ACM international conference on Ubiquitous computing
Proceedings of the 12th ACM international conference on Ubiquitous computing
Cooperative transit tracking using smart-phones
Proceedings of the 8th ACM Conference on Embedded Networked Sensor Systems
Unobtrusive User-Authentication on Mobile Phones Using Biometric Gait Recognition
IIH-MSP '10 Proceedings of the 2010 Sixth International Conference on Intelligent Information Hiding and Multimedia Signal Processing
Personal data vaults: a locus of control for personal data streams
Proceedings of the 6th International COnference
AnonySense: A system for anonymous opportunistic sensing
Pervasive and Mobile Computing
Place lab: device positioning using radio beacons in the wild
PERVASIVE'05 Proceedings of the Third international conference on Pervasive Computing
MetroTrack: predictive tracking of mobile events using mobile phones
DCOSS'10 Proceedings of the 6th IEEE international conference on Distributed Computing in Sensor Systems
Jog falls: a pervasive healthcare platform for diabetes management
Pervasive'10 Proceedings of the 8th international conference on Pervasive Computing
Noisemap: multi-tier incentive mechanisms for participative urban sensing
Proceedings of the Third International Workshop on Sensing Applications on Mobile Phones
Participatory personal data: An emerging research challenge for the information sciences
Journal of the American Society for Information Science and Technology
Exploring user preferences for privacy interfaces in mobile sensing applications
Proceedings of the 11th International Conference on Mobile and Ubiquitous Multimedia
Lightweight Wireless Web Service Communication Through Enhanced Caching Mechanisms
International Journal of Web Services Research
ConferenceSense: monitoring of public events using phone sensors
Proceedings of the 2013 ACM conference on Pervasive and ubiquitous computing adjunct publication
Noisemap: Discussing Scalability in Participatory Sensing
Proceedings of First International Workshop on Sensing and Big Data Mining
Proceedings of International Conference on Advances in Mobile Computing & Multimedia
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Abstract: The presence of multimodal sensors on current mobile phones enables a broad range of novel mobile applications. Environmental and user-centric sensor data of unprecedented quantity and quality can be captured and reported by a possible user base of billions of mobile phone subscribers worldwide. The strong focus on the collection of detailed sensor data may however compromise user privacy in various regards, e.g., by tracking a user's current location. In this survey, we identify the sensing modalities used in current participatory sensing applications, and assess the threats to user privacy when personal information is sensed and disclosed. We outline how privacy aspects are addressed in existing sensing applications, and determine the adequacy of the solutions under real-world conditions. Finally, we present countermeasures from related research fields, and discuss their applicability in participatory sensing scenarios. Based on our findings, we identify open issues and outline possible solutions to guarantee user privacy in participatory sensing.