Some quantities are non-negative in their nature, such as energy, intensity, number of occurrences etc. When modeling data that is assumed to be a sum of such n

Some quantities are non-negative in their nature, such as energy, intensity, number of occurrences etc. When modeling data that is assumed to be a sum of such non-negative terms (i.e. the terms cannot cancel out), it can make sense to enforce non-negativity.