C4.5: programs for machine learning
C4.5: programs for machine learning
Privacy-preserving data mining
SIGMOD '00 Proceedings of the 2000 ACM SIGMOD international conference on Management of data
Unpacking "privacy" for a networked world
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Extracting Places and Activities from GPS Traces Using Hierarchical Conditional Random Fields
International Journal of Robotics Research
Learning and inferring transportation routines
Artificial Intelligence
Communications of the ACM - Organic user interfaces
Location-based activity recognition using relational Markov networks
IJCAI'05 Proceedings of the 19th international joint conference on Artificial intelligence
Inference attacks on location tracks
PERVASIVE'07 Proceedings of the 5th international conference on Pervasive computing
CenceMe: injecting sensing presence into social networking applications
EuroSSC'07 Proceedings of the 2nd European conference on Smart sensing and context
Mobility detection using everyday GSM traces
UbiComp'06 Proceedings of the 8th international conference on Ubiquitous 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
Discovering semantically meaningful places from pervasive RF-beacons
Proceedings of the 11th international conference on Ubiquitous computing
Using mobile phones to determine transportation modes
ACM Transactions on Sensor Networks (TOSN)
Proceedings of the Eleventh Workshop on Mobile Computing Systems & Applications
Toward trustworthy mobile sensing
Proceedings of the Eleventh Workshop on Mobile Computing Systems & Applications
A survey of urban vehicular sensing platforms
Computer Networks: The International Journal of Computer and Telecommunications Networking
WhereStore: location-based data storage for mobile devices interacting with the cloud
Proceedings of the 1st ACM Workshop on Mobile Cloud Computing & Services: Social Networks and Beyond
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
Energy-efficient rate-adaptive GPS-based positioning for smartphones
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
A survey of mobile phone sensing
IEEE Communications Magazine
The Jigsaw continuous sensing engine for mobile phone applications
Proceedings of the 8th ACM Conference on Embedded Networked Sensor Systems
Measuring mobile phone energy consumption for 802.11 wireless networking
Pervasive and Mobile Computing
Integrating participatory sensing in application development practices
Proceedings of the FSE/SDP workshop on Future of software engineering research
Personal data vaults: a locus of control for personal data streams
Proceedings of the 6th International COnference
Extracting social and community intelligence from digital footprints: an emerging research area
UIC'10 Proceedings of the 7th international conference on Ubiquitous intelligence and computing
Privacy risks emerging from the adoption of innocuous wearable sensors in the mobile environment
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Participatory sensing for community building
CHI '11 Extended Abstracts on Human Factors in Computing Systems
MELOS: a low-cost and low-energy generic sensing attachment for mobile phones
NSDR '11 Proceedings of the 5th ACM workshop on Networked systems for developing regions
Energy-efficient trajectory tracking for mobile devices
MobiSys '11 Proceedings of the 9th international conference on Mobile systems, applications, and services
Rapid detection of rare geospatial events: earthquake warning applications
Proceedings of the 5th ACM international conference on Distributed event-based system
Anatomy of automatic mobile carbon footprint calculator
GPC'11 Proceedings of the 6th international conference on Advances in grid and pervasive computing
Identifying important places in people's lives from cellular network data
Pervasive'11 Proceedings of the 9th international conference on Pervasive computing
Sensing and classifying impairments of GPS reception on mobile devices
Pervasive'11 Proceedings of the 9th international conference on Pervasive computing
Proceedings of the 13th international conference on Ubiquitous computing
A survey on privacy in mobile participatory sensing applications
Journal of Systems and Software
Sensorsafe: a framework for privacy-preserving management of personal sensory information
SDM'11 Proceedings of the 8th VLDB international conference on Secure data management
Privacy and accountability for location-based aggregate statistics
Proceedings of the 18th ACM conference on Computer and communications security
Balancing energy, latency and accuracy for mobile sensor data classification
Proceedings of the 9th ACM Conference on Embedded Networked Sensor Systems
CarMA: towards personalized automotive tuning
Proceedings of the 9th ACM Conference on Embedded Networked Sensor Systems
YouProve: authenticity and fidelity in mobile sensing
Proceedings of the 9th ACM Conference on Embedded Networked Sensor Systems
mConverse: inferring conversation episodes from respiratory measurements collected in the field
Proceedings of the 2nd Conference on Wireless Health
Crowd (soft) control: moving beyond the opportunistic
Proceedings of the Twelfth Workshop on Mobile Computing Systems & Applications
Pervasive'10 Proceedings of the 8th international conference on Pervasive Computing
On truth discovery in social sensing: a maximum likelihood estimation approach
Proceedings of the 11th international conference on Information Processing in Sensor Networks
Multimedia search over integrated social and sensor networks
Proceedings of the 21st international conference companion on World Wide Web
APS: Distributed air pollution sensing system on Wireless Sensor and Robot Networks
Computer Communications
Fast track article: Balancing behavioral privacy and information utility in sensory data flows
Pervasive and Mobile Computing
Proceedings of the 2nd ACM international workshop on Pervasive Wireless Healthcare
ACE: exploiting correlation for energy-efficient and continuous context sensing
Proceedings of the 10th international conference on Mobile systems, applications, and services
Medusa: a programming framework for crowd-sensing applications
Proceedings of the 10th international conference on Mobile systems, applications, and services
Where event processing grand challenge meets real-time web: PLAY event marketplace
Proceedings of the 6th ACM International Conference on Distributed Event-Based Systems
An integrated cloud-based framework for mobile phone sensing
Proceedings of the first edition of the MCC workshop on Mobile cloud computing
Crowdsourcing to smartphones: incentive mechanism design for mobile phone sensing
Proceedings of the 18th annual international conference on Mobile computing and networking
A flexible tool for participating, authoring, and managing citizen science campaigns on-the-go
Proceedings of the 2012 ACM Conference on Ubiquitous Computing
Crowdsourcing for on-street smart parking
Proceedings of the second ACM international symposium on Design and analysis of intelligent vehicular networks and applications
Participatory personal data: An emerging research challenge for the information sciences
Journal of the American Society for Information Science and Technology
Hardware and software for skateboard trick visualisation on a mobile phone
Proceedings of the South African Institute for Computer Scientists and Information Technologists Conference
Human mobility characterization from cellular network data
Communications of the ACM
Developing a mobile recommender system
Proceedings of the 5th International Conference on PErvasive Technologies Related to Assistive Environments
Municipal benefits of participatory urban sensing: a simulation approach and case validation
Journal of Theoretical and Applied Electronic Commerce Research
Radiator: context propagation based on delayed aggregation
Proceedings of the 2013 conference on Computer supported cooperative work
Proceedings of the 2013 conference on Computer supported cooperative work
Proceedings of the conference on Wireless Health
Secure multiparty aggregation with differential privacy: a comparative study
Proceedings of the Joint EDBT/ICDT 2013 Workshops
UbiqLog: a generic mobile phone-based life-log framework
Personal and Ubiquitous Computing
Sensing vehicle dynamics for determining driver phone use
Proceeding of the 11th annual international conference on Mobile systems, applications, and services
A survey on smartphone-based systems for opportunistic user context recognition
ACM Computing Surveys (CSUR)
Proceedings of the fourth international conference on Future energy systems
Trade-off between energy efficiency and report validity for mobile sensor networks
ACM Transactions on Sensor Networks (TOSN)
MatkaHupi: a persuasive mobile application for sustainable mobility
Proceedings of the 2013 ACM conference on Pervasive and ubiquitous computing adjunct publication
Towards healthier urban mobility
Proceedings of the 2013 ACM conference on Pervasive and ubiquitous computing adjunct publication
Scalable Data Processing for Community Sensing Applications
Mobile Networks and Applications
iDiary: from GPS signals to a text-searchable diary
Proceedings of the 11th ACM Conference on Embedded Networked Sensor Systems
International Journal of Ad Hoc and Ubiquitous Computing
Social welfare maximization in participatory smartphone sensing
WASA'13 Proceedings of the 8th international conference on Wireless Algorithms, Systems, and Applications
Towards health-optimal routing in urban areas
Proceedings of the Second ACM SIGSPATIAL International Workshop on the Use of GIS in Public Health
Enabling low-cost particulate matter measurement for participatory sensing scenarios
Proceedings of the 12th International Conference on Mobile and Ubiquitous Multimedia
No "one-size fits all": towards a principled approach for incentives in mobile crowdsourcing
Proceedings of the 15th Workshop on Mobile Computing Systems and Applications
Personal and Ubiquitous Computing
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PEIR, the Personal Environmental Impact Report, is a participatory sensing application that uses location data sampled from everyday mobile phones to calculate personalized estimates of environmental impact and exposure. It is an example of an important class of emerging mobile systems that combine the distributed processing capacity of the web with the personal reach of mobile technology. This paper documents and evaluates the running PEIR system, which includes mobile handset based GPS location data collection, and server-side processing stages such as HMM-based activity classification (to determine transportation mode); automatic location data segmentation into "trips''; lookup of traffic, weather, and other context data needed by the models; and environmental impact and exposure calculation using efficient implementations of established models. Additionally, we describe the user interface components of PEIR and present usage statistics from a two month snapshot of system use. The paper also outlines new algorithmic components developed based on experience with the system and undergoing testing for integration into PEIR, including: new map-matching and GSM-augmented activity classification techniques, and a selective hiding mechanism that generates believable proxy traces for times a user does not want their real location revealed.