This paper is focused on the area of audio event classification and detection for the purpose of citizens’ security in the urban environment. There are various acoustic/audio events, which occur during the possibly dangerous situations. The main goal of our work was to build a simple audio event detection system trained on a database of recordings and to test the often used approach based on MF...