Regarding the symbolic-domain techniques, their performance is only acceptable for the two-activity scenario, making them attractive if their simpler implementation and their potential for data compression is taken into account, Overall, we hope this assessment will contribute to identify the preprocessing techniques that are better suited for accelerometer-based and context inference applications.