Figure 4. Schematic summary of cross-validation conditions.

ADL and FALL represent the original data set (50 Hz, phone in pocket). Between parentheses, we add additional conditions. For instance, FALL(type = t) means the falls of a given type t. ADL-Hand bag and FALL-Hand bag are the data sets obtained while carrying the phone in a hand bag.