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Part of MONSTER: https://arxiv.org/abs/2502.15122.

WISDM describes six daily activities collected in a controlled laboratory environment. The activities include Walking, Jogging, Stairs, Sitting, Standing, and Lying Down, recorded from 36 users using a cell phone placed in their pocket. The data is sampled at a rate of 20 Hz, resulting in a total of 1,098,207 samples across 3 dimensions [1].

[1] Jeffrey W Lockhart, Tony Pulickal, and Gary M Weiss. (2012). Applications of mobile activity recognition. In Conference on Ubiquitous Computing, pages 1054–1058.