DocumentCode :
1821053
Title :
Risk-Based Intelligent Software Release Planning
Author :
Tokumoto, Shunsuke ; Dohi, Tadashi
Author_Institution :
Dept. of Inf. Eng., Hiroshima Univ., Higashi-Hiroshima, Japan
fYear :
2012
fDate :
4-7 Sept. 2012
Firstpage :
240
Lastpage :
247
Abstract :
The bootstrapping is a sophisticate statistical technique to duplicate the data itself by resampling the underlying population data, and enables us to investigate the statistical properties. It is useful to estimate standard errors and confidence intervals for complex estimators of complex parameters of the distribution from a small number of data. In this paper, we apply the bootstrapping techniques to the software release problems and propose the flexible decision making by taking account of uncertainty. More precisely, we derive interval estimates of the optimal software release times and their associated cost criteria. Based on the maximum likelihood estimation of parametric models such as the so-called exponential non-homogeneous Poisson process (NHPP) model, we assess the probability distributions of estimators of the optimal software release timing.
Keywords :
Poisson distribution; decision making; error analysis; maximum likelihood estimation; planning; risk analysis; software reliability; uncertainty handling; NHPP model; bootstrapping technique; complex parameters estimation; confidence interval estimation; cost criteria; data resampling; flexible decision making; maximum likelihood estimation; nonhomogeneous Poisson process; optimal software release timing; parametric model; probability distribution; risk-based intelligent software release planning; standard error estimation; statistical technique; uncertainty handling; Approximation methods; Maximum likelihood estimation; Probability distribution; Software; Software reliability; bootstrapping; confidence interval; non-homogeneous Poisson process; parametric estimation; software release decision; software reliability;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Ubiquitous Intelligence & Computing and 9th International Conference on Autonomic & Trusted Computing (UIC/ATC), 2012 9th International Conference on
Conference_Location :
Fukuoka
Print_ISBN :
978-1-4673-3084-8
Type :
conf
DOI :
10.1109/UIC-ATC.2012.109
Filename :
6331986
Link To Document :
بازگشت