Title :
Bootstrap Interval Estimation Methods for Cost-Optimal Software Release Planning
Author :
Inoue, Shingo ; Yamada, Shigeru
Author_Institution :
Dept. of Social Manage. Eng., Tottori Univ., Tottori, Japan
Abstract :
We discuss interval estimation methods for cost-optimal software release time based on a discretized software reliability growth model. In our approach, we use a bootstrap method, in which we do not need to derive probability distributions of model parameters and optimal software release time analytically by using an asymptotic theory assuming a large number of samples. Then we estimate bootstrap confidence intervals of cost-optimal software release time based on two kinds of bootstrap confidence interval methods. Our numerical examples confirm that our bootstrap approach yields a simulation-based probability distribution of cost-optimal software release time from software fault-count data.
Keywords :
digital simulation; software cost estimation; software fault tolerance; statistical analysis; statistical distributions; asymptotic theory; bootstrap confidence interval estimation method; cost-optimal software release planning; cost-optimal software release time; discretized software reliability growth model; simulation-based probability distribution; software fault-count data; Estimation; Fault detection; Mathematical model; Probability distribution; Software; Software reliability; Testing;
Conference_Titel :
Systems, Man, and Cybernetics (SMC), 2013 IEEE International Conference on
Conference_Location :
Manchester
DOI :
10.1109/SMC.2013.111