Advances in software inspections
IEEE Transactions on Software Engineering
C4.5: programs for machine learning
C4.5: programs for machine learning
Design patterns: elements of reusable object-oriented software
Design patterns: elements of reusable object-oriented software
Software reflexion models: bridging the gap between source and high-level models
SIGSOFT '95 Proceedings of the 3rd ACM SIGSOFT symposium on Foundations of software engineering
Rigi: a visualization environment for reverse engineering
ICSE '97 Proceedings of the 19th international conference on Software engineering
AntiPatterns: refactoring software, architectures, and projects in crisis
AntiPatterns: refactoring software, architectures, and projects in crisis
Refactoring: improving the design of existing code
Refactoring: improving the design of existing code
Object-Oriented Design Heuristics
Object-Oriented Design Heuristics
Software Metrics: A Rigorous and Practical Approach
Software Metrics: A Rigorous and Practical Approach
Machine Learning
Object Oriented Design Measurement
Object Oriented Design Measurement
Software Measurement: A Necessary Scientific Basis
IEEE Transactions on Software Engineering
A Metrics Suite for Object Oriented Design
IEEE Transactions on Software Engineering
Machine Learning
CSMR '01 Proceedings of the Fifth European Conference on Software Maintenance and Reengineering
ICSE '76 Proceedings of the 2nd international conference on Software engineering
The program dependence graph in a software development environment
SDE 1 Proceedings of the first ACM SIGSOFT/SIGPLAN software engineering symposium on Practical software development environments
Fault Prediction Modeling for Software Quality Estimation: Comparing Commonly Used Techniques
Empirical Software Engineering
Using Code Metrics to Predict Maintenance of Legacy Programs: A Case Study
ICSM '01 Proceedings of the IEEE International Conference on Software Maintenance (ICSM'01)
Defect Prevention through Defect Prediction: A Case Study at Infosys
ICSM '01 Proceedings of the IEEE International Conference on Software Maintenance (ICSM'01)
Java Quality Assurance by Detecting Code Smells
WCRE '02 Proceedings of the Ninth Working Conference on Reverse Engineering (WCRE'02)
Mining the Maintenance History of a Legacy Software System
ICSM '03 Proceedings of the International Conference on Software Maintenance
WCRE '03 Proceedings of the 10th Working Conference on Reverse Engineering
Predicting Maintainability with Object-Oriented Metrics - An Empirical Comparison
WCRE '03 Proceedings of the 10th Working Conference on Reverse Engineering
Proceedings of the 5th ACM SIGPLAN-SIGSOFT workshop on Program analysis for software tools and engineering
Detection Strategies: Metrics-Based Rules for Detecting Design Flaws
ICSM '04 Proceedings of the 20th IEEE International Conference on Software Maintenance
Bad Smells " Humans as Code Critics
ICSM '04 Proceedings of the 20th IEEE International Conference on Software Maintenance
Data Mining
Building empirical support for automated code smell detection
Proceedings of the 2010 ACM-IEEE International Symposium on Empirical Software Engineering and Measurement
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Criteria for software quality measurement depend on the application area. In large software systems criteria like maintainability, comprehensibility and extensibility play an important role. My aim is to identify design flaws in software systems automatically and thus to avoid ''bad'' - incomprehensible, hardly expandable and changeable - program structures. Depending on the perception and experience of the searching engineer, design flaws are interpreted in a different way. I propose to combine known methods for finding design flaws on the basis of metrics with machine learning mechanisms, such that design flaw detection is adaptable to different views. This paper presents the underlying method, describes an analysis tool for Java programs and shows results of an initial case study.