Root mean square error

when I used the performance for my classifier  and select the root mean square error or relative error it gives me a number+/- deviations like 2+/-0.5, where 0.5 comes from? what is the confidence interval to calculate this number(for example with 90% confidence interval centered by the mean value)? please elaborate them more.