Fusion, propagation, and structuring in belief networks
Artificial Intelligence
Handbook of software reliability engineering
Handbook of software reliability engineering
On estimating the number of defects remaining in software
Journal of Systems and Software
Software defect and operational profile modeling
Software defect and operational profile modeling
An introduction to variational methods for graphical models
Learning in graphical models
Software metrics: success, failures and new directions
Journal of Systems and Software - Special issue on invited articles on top systems and software engineering scholars
Towards a conceptual framework of software run reliability modeling
Information Sciences—Informatics and Computer Science: An International Journal
Prioritizing Test Cases For Regression Testing
IEEE Transactions on Software Engineering
On the neural network approach in software reliability modeling
Journal of Systems and Software
Reliability prediction for component-based software architectures
Journal of Systems and Software - Special issue on: Software architecture - Engineering quality attributes
An Efficient Defect Estimation Method for Software Defect Curves
COMPSAC '03 Proceedings of the 27th Annual International Conference on Computer Software and Applications
Software failure prediction based on a Markov Bayesian network model
Journal of Systems and Software
Software Reliability Models: Assumptions, Limitations, and Applicability
IEEE Transactions on Software Engineering
A Bayesian predictive software reliability model with pseudo-failures
IEEE Transactions on Systems, Man, and Cybernetics, Part A: Systems and Humans
Using Bayesian network on network tomography
Computer Communications
Journal of Systems and Software
Bayesian updating of optimal release time for software systems
Software Quality Control
Overview on Bayesian networks applications for dependability, risk analysis and maintenance areas
Engineering Applications of Artificial Intelligence
Intelligent Naïve Bayes-based approaches for Web proxy caching
Knowledge-Based Systems
Software project risk analysis using Bayesian networks with causality constraints
Decision Support Systems
Journal of Systems and Software
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This paper uses a Bayesian network to model software reliability prediction with an operational profile. Due to the complexity of software products and development processes, software reliability models need to possess the ability to deal with multiple parameters. A Bayesian network exhibits a strong ability to adapt to problems involving complex variant factors. A special kind of Bayesian network named a Markov Bayesian network has been applied successfully into modeling software reliability prediction. However, the existing research did not pay enough attention to the fact that the failure characteristics of many software systems often depend on the specific operation performed. In this paper, an extended Markov Bayesian network is developed to model software reliability prediction with an operational profile. The extended Markov Bayesian network proposed in the paper is focused on discrete-time failure data. Methods to solve the network are proposed, and an example is used to illustrate the utilization of the model.