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DBTB INT John Whaley r

Talkat Data By the Bay 2016 · 2016-05-16..05-20· [security, machine-learning]
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UnifyID demonstrates passive authentication by combining phone and IoT sensors to extract gait cadence from accelerometer streams and uniquely identify people with four seconds of walking data. The pipeline handles nonuniform sampling and heavy noise, uses signal processing to find step frequency, and matches that to a biometric template for authentication. The claim is reproducible: accelerometer-based gait yields high-precision identification after short windows when engineered around sensor idiosyncrasies.

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