On reducing the sensitivity of software reliability to variations in the operational profile

In the statistical sampling method, as in any other statistical approaches for measuring software reliability, the inputs to the program are chosen according to the estimated probability with which they occur in field use, forming the operational profile. However, in practice it is very difficult to accurately assess the operational distribution of input points. Furthermore, a variety of factors can cause the operational distribution to change during field use making the estimation even more difficult. Musa has suggested that reducing the size of the input domain simplifies the task of determining operational profiles. In this paper, we present a class of techniques that reduce the dimensionality of input domains and describe their application. These techniques do not limit the functionality or change the input-output behavior of the program. An additional benefit of these techniques is the insensitivity of the reliability estimate to variations in the operational profile of variables eliminated from the input domain.