Title :
Interval estimations of software reliability and optimal release time based on better bootstrap confidence intervals
Author :
Inoue, Shingo ; Yamada, Shigeru
Author_Institution :
Grad. Sch. of Eng., Tottori Univ., Tottori, Japan
Abstract :
We discuss a bootstrap method for estimating software reliability and cost-optimal software release time by using a discretized software reliability growth model. And then, we conduct interval estimations of them by five types of bootstrap confidence interval estimation methods including so-called better bootstrap confidence intervals, such as a bootstrap-t and a bias-corrected and the accelerated confidence interval (BCa) method. In our numerical examples, we confirm that our bootstrap approach yields simulation-based probability distributions of model parameters, software reliability assessment measures, and cost-optimal software release time without deriving these probability distributions analytically.
Keywords :
software cost estimation; software metrics; software reliability; statistical analysis; statistical distributions; accelerated confidence interval method; better bootstrap confidence intervals; bias-corrected confidence interval method; bootstrap confidence interval estimation methods; bootstrap-t; cost-optimal software release time estimation; discretized software reliability growth model; model parameters; simulation-based probability distributions; software reliability assessment measures; software reliability interval estimations; Estimation; Mathematical model; Probability distribution; Software; Software measurement; Software reliability; Standards; Bootstrap method; Interval estimation; Optimal software release problem; Software reliability assessment measure; Software reliability growth model;
Conference_Titel :
Industrial Engineering and Engineering Management (IEEM), 2013 IEEE International Conference on
Conference_Location :
Bangkok
DOI :
10.1109/IEEM.2013.6962455