TY - JOUR
T1 - Software reliability prediction based on combination model
AU - Han, Kun
AU - Wu, Wei
AU - Cao, Jun Hai
AU - Chen, Shou Hua
PY - 2013/12
Y1 - 2013/12
N2 - In order to improve the accuracy and stability of software reliability prediction, a method of software reliability prediction based on combination model is proposed. To build a combination model, several suitable component models should be selected, and every component model should be assigned an appropriate weight. Several criteria should be followed to select component models, which are life cycle phase, demand of model user, type of fault data, similarity of fault trend, fit of model assumptions and bias of model prediction, and an algorithm for selecting component model is gave. The sequence likelihood ratio is used to determine the weight of component model. Finally, a group of software fault data is used to check the prediction quality of the combination model.compared with a single model, the result of the combination model is more credible.
AB - In order to improve the accuracy and stability of software reliability prediction, a method of software reliability prediction based on combination model is proposed. To build a combination model, several suitable component models should be selected, and every component model should be assigned an appropriate weight. Several criteria should be followed to select component models, which are life cycle phase, demand of model user, type of fault data, similarity of fault trend, fit of model assumptions and bias of model prediction, and an algorithm for selecting component model is gave. The sequence likelihood ratio is used to determine the weight of component model. Finally, a group of software fault data is used to check the prediction quality of the combination model.compared with a single model, the result of the combination model is more credible.
KW - Combination model
KW - Component model selection
KW - Computer software
KW - Software reliability prediction
KW - Weight determination
UR - http://www.scopus.com/inward/record.url?scp=84891944310&partnerID=8YFLogxK
U2 - 10.3969/j.issn.1001-506X.2013.12.33
DO - 10.3969/j.issn.1001-506X.2013.12.33
M3 - Article
AN - SCOPUS:84891944310
SN - 1001-506X
VL - 35
SP - 2661
EP - 2664
JO - Xi Tong Gong Cheng Yu Dian Zi Ji Shu/Systems Engineering and Electronics
JF - Xi Tong Gong Cheng Yu Dian Zi Ji Shu/Systems Engineering and Electronics
IS - 12
ER -