Gender Recognition Using Motion Data from Multiple Smart Devices

•A thorough study of gender recognition using motion data from multiple devices.•A methodological framework for analyzing motion data from multiple devices.•Motion features are extracted from time, frequency and wavelet domains.•Using motion data from multiple devices can significantly improve the accuracy.•A motion dataset of 56 subjects is established for gender recognition.