Classifying sounds

Hi everyone,

What would be the best way to classify sounds? I only need to know if a sound is of one particular kind or not, e.g. drums or not, so slamming a locker and gunshots should not be in the category.

I was thinking about using the spectrum and feed the amplitudes, or the average amplitude of every octave, to a logistic regression. Are there better ways?