Ivan Kukanov, MSc, studied polyphonic sound event detection. Careful decision rules are needed to detect equally well as frequent as well as rare sounds. To optimize polyphonic detection methods, the cost sensitive criteria are also needed; these criteria measure the cost of decisions and minimize the error on each iteration.