Privacy by Design - Principles of Privacy-Aware Ubiquitous Systems
UbiComp '01 Proceedings of the 3rd international conference on Ubiquitous Computing
ContextPhone: A Prototyping Platform for Context-Aware Mobile Applications
IEEE Pervasive Computing
Reality mining: sensing complex social systems
Personal and Ubiquitous Computing
MyExperience: a system for in situ tracing and capturing of user feedback on mobile phones
Proceedings of the 5th international conference on Mobile systems, applications and services
Resisting structural re-identification in anonymized social networks
Proceedings of the VLDB Endowment
Proceedings of the 6th ACM conference on Embedded network sensor systems
Measuring mobile service usage: methods and measurement points
International Journal of Mobile Communications
Contextual patterns in mobile service usage
Personal and Ubiquitous Computing
SocialCircuits: the art of using mobile phones for modeling personal interactions
Proceedings of the ICMI-MLMI '09 Workshop on Multimodal Sensor-Based Systems and Mobile Phones for Social Computing
Proceedings of the 8th international conference on Mobile systems, applications, and services
Analysis of Smartphone User Behavior
ICMB-GMR '10 Proceedings of the 2010 Ninth International Conference on Mobile Business / 2010 Ninth Global Mobility Roundtable
A survey of mobile phone sensing
IEEE Communications Magazine
A first look at traffic on smartphones
IMC '10 Proceedings of the 10th ACM SIGCOMM conference on Internet measurement
q-Anon: Rethinking Anonymity for Social Networks
SOCIALCOM '10 Proceedings of the 2010 IEEE Second International Conference on Social Computing
TaintDroid: an information-flow tracking system for realtime privacy monitoring on smartphones
OSDI'10 Proceedings of the 9th USENIX conference on Operating systems design and implementation
SystemSens: a tool for monitoring usage in smartphone research deployments
MobiArch '11 Proceedings of the sixth international workshop on MobiArch
Diversity and End User Context in Smartphone Usage Sessions
NGMAST '11 Proceedings of the 2011 Fifth International Conference on Next Generation Mobile Applications, Services and Technologies
A Measurement Framework of Mobile Service Adoption
International Journal of Handheld Computing Research
Contextual usage patterns in smartphone communication services
Personal and Ubiquitous Computing
Building social capital with mobile communication services
International Journal of Electronic Finance
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Handset-based measurements are an emerging method for collecting behavioral data about smartphone users. Setting up these kinds of measurements is challenging because of the personal nature of the data collection device and a lack of standards related to behavioral data and the method as a whole. Privacy issues related to the participants of the data collection are of major importance when dealing with behavioral data. Introduced is the process of collecting handset-based data in the OtaSizzle project in the Aalto University community in Finland together with a literature review of other similar data collection efforts in academia and industry. A survey is also deployed to study the incentives for participation, privacy concern levels and innovativeness of the user group participating in the measurements. This article contributes to the body of knowledge regarding measurements conducted with smartphones and sheds light on participant attitudes about them.