2012 · 373 citations · 18 references
ComputingComputer ScienceCybersecurityAuthenticationMobile ComputingSensorsBehavioral AuthenticationBiometric AuthenticationMobile Human-computer InteractionMobile PrivacyMobile SensingPassword SecurityAccelerometer CharacterizationAccelerometer MonitoringAnti-theft MechanismsMobile AuthenticationMobile Behavioral AuthenticationPrivilegesText Entry On Mobile DevicesUnauthorized Access Detection
We show that accelerometer readings are a powerful side channel that can be used to extract entire sequences of entered text on a smart-phone touchscreen keyboard. This possibility is a concern for two main reasons. First, unauthorized access to one's keystrokes is a serious invasion of privacy as consumers increasingly use smartphones for sensitive transactions. Second, unlike many other sensors found on smartphones, the accelerometer does not require special privileges to access on current smartphone OSes. We show that accelerometer measurements can be used to extract 6-character passwords in as few as 4.5 trials (median).
18
Wrappers for feature subset selection
Ron Kohavi, George H. John · Artificial Intelligence · 1997 · 8.9K citations
Steven L. Salzberg, Alberto M. Segre · 1994 · 5.8K citations
Activity recognition from accelerometer data
Nishkam Ravi, Nikhil Dandekar, Preetham Mysore et al. · 2005 · 1.4K citations
Computing, Data Science, Data Mining +16
uWave: Accelerometer-based personalized gesture recognition and its applications
Jiayang Liu, Zhen Wang, Lin Zhong et al. · 2009 · 560 citations · Full text