Thus, we extract the amplitude values of the three peaks, and use them as a reduced feature set–namely, for example, passage duration is 3 seconds, the size of features reduces from 120 (=10 samples/second * 3 seconds * 4 PIRs) to 12 (=3 amplitude values * 4 PIRs).