Activity recognition with mobile phones. (English)
Gunopulos, Dimitrios (ed.) et al., Machine learning and knowledge discovery in databases. European conference, ECML PKDD 2011, Athens, Greece, September 5‒9, 2011. Proceedings, Part III. Berlin: Springer (ISBN 978-3-642-23807-9/pbk). Lecture Notes in Computer Science 6913. Lecture Notes in Artificial Intelligence, 630-633 (2011).
Summary: Our demonstration consists of a working activity and gait recognition system, implemented on a commercial smartphone. The activity recognition feature allows participants to train various activities, such as running, walking, or jumping, on the phone; the system can then identify when those activities are performed. The gait recognition feature learns particular characteristics of how participants walk, allowing the phone to identify the person carrying it.