Human activity recognition using wearable and mobile devices is used for decades to monitor humans’ daily behaviours. In recent years as smartphones being widely integrated into our lives, the use of smartphone’s built-in sensors in human has been receiving more attention, which smartphone accelerometer plays main role. However, comparison standard machine, when developing a smartphone, limitat...