The confidence level of conclusions drawn from a set of measured data depends on the size of the data set. The larger the sample, the higher is the confidence level. To estimate the mean performance of a system with an accuracy of and a confidence level of , the needed number of observations n is given by [15] as
where
= normal variate of the desired confidence level= observed mean
s = observed standard deviation
We take a few observations and find the required number of iterations from the calculated mean and standard deviation. All our results are reported with an accuracy of % at a confidence level of 95%.
To make the experiments fair the following guidelines were used.