Software engineering metrics and models
Software engineering metrics and models
Object-oriented metrics that predict maintainability
Journal of Systems and Software - Special issue on object-oriented software
Communications of the ACM
Machine Learning Approaches to Estimating Software Development Effort
IEEE Transactions on Software Engineering
Software metrics (2nd ed.): a rigorous and practical approach
Software metrics (2nd ed.): a rigorous and practical approach
An assessment and comparison of common software cost estimation modeling techniques
Proceedings of the 21st international conference on Software engineering
Bayesian Analysis of Empirical Software Engineering Cost Models
IEEE Transactions on Software Engineering
A Critique of Software Defect Prediction Models
IEEE Transactions on Software Engineering
A replicated assessment and comparison of common software cost modeling techniques
Proceedings of the 22nd international conference on Software engineering
Modeling Development Effort in Object-Oriented Systems Using Design Properties
IEEE Transactions on Software Engineering - Special section on the seventh international software metrics symposium
Bayesian Networks and Decision Graphs
Bayesian Networks and Decision Graphs
Software Engineering Economics
Software Engineering Economics
Probabilistic Networks and Expert Systems
Probabilistic Networks and Expert Systems
A Guide to the Literature on Learning Probabilistic Networks from Data
IEEE Transactions on Knowledge and Data Engineering
A Metrics Suite for Object Oriented Design
IEEE Transactions on Software Engineering
Estimation and Prediction Metrics for Adaptive Maintenance Effort of Object-Oriented Systems
IEEE Transactions on Software Engineering
Disaggregating and Calibrating the CASE Tool Variable in COCOMO II
IEEE Transactions on Software Engineering
Predicting project delivery rates using the Naive-Bayes classifier
Journal of Software Maintenance: Research and Practice
An Investigation of Analysis Techniques for Software Datasets
METRICS '99 Proceedings of the 6th International Symposium on Software Metrics
The Impact of Design Properties on Development Cost in Object-Oriented Systems
METRICS '01 Proceedings of the 7th International Symposium on Software Metrics
Using Public Domain Metrics To Estimate Software Development Effort
METRICS '01 Proceedings of the 7th International Symposium on Software Metrics
An Empirical Validation of the Relationship Between the Magnitude of Relative Error and Project Size
METRICS '02 Proceedings of the 8th International Symposium on Software Metrics
A Simulation Study of the Model Evaluation Criterion MMRE
IEEE Transactions on Software Engineering
Building large-scale Bayesian networks
The Knowledge Engineering Review
IEEE Transactions on Software Engineering
Predicting object-oriented software maintainability using multivariate adaptive regression splines
Journal of Systems and Software
A systematic review of software maintainability prediction and metrics
ESEM '09 Proceedings of the 2009 3rd International Symposium on Empirical Software Engineering and Measurement
Defect cost flow model: a Bayesian network for predicting defect correction effort
Proceedings of the 6th International Conference on Predictive Models in Software Engineering
ACM SIGSOFT Software Engineering Notes
Bayesian reasoning for software testing
Proceedings of the FSE/SDP workshop on Future of software engineering research
Linking software design metrics to component change-proneness
Proceedings of the 2nd International Workshop on Emerging Trends in Software Metrics
A framework for integrated software quality prediction using Bayesian nets
ICCSA'11 Proceedings of the 2011 international conference on Computational science and Its applications - Volume Part V
Code churn estimation using organisational and code metrics: An experimental comparison
Information and Software Technology
A methodology to assess the impact of design patterns on software quality
Information and Software Technology
A conceptual Bayesian net model for integrated software quality prediction
Annales UMCS, Informatica
Intelligent Naïve Bayes-based approaches for Web proxy caching
Knowledge-Based Systems
Faster issue resolution with higher technical quality of software
Software Quality Control
An ensemble of computational intelligence models for software maintenance effort prediction
IWANN'13 Proceedings of the 12th international conference on Artificial Neural Networks: advances in computational intelligence - Volume Part I
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As the number of object-oriented software systems increases, it becomes more important for organizations to maintain those systems effectively. However, currently only a small number of maintainability prediction models are available for object-oriented systems. This paper presents a Bayesian network maintainability prediction model for an object-oriented software system. The model is constructed using object-oriented metric data in Li and Henry's datasets, which were collected from two different object-oriented systems. Prediction accuracy of the model is evaluated and compared with commonly used regression-based models. The results suggest that the Bayesian network model can predict maintainability more accurately than the regression-based models for one system, and almost as accurately as the best regression-based model for the other system.