A Validation of Object-Oriented Design Metrics as Quality Indicators

@article{Basili1996AVO,
  title={A Validation of Object-Oriented Design Metrics as Quality Indicators},
  author={Victor R. Basili and Lionel Claude Briand and Walc{\'e}lio L. Melo},
  journal={IEEE Trans. Software Eng.},
  year={1996},
  volume={22},
  pages={751-761}
}
This paper presents the results of a study in which we empirically investigated the suite of object-oriented (OO) design metrics introduced in (Chidamber and Kemerer, 1994). More specifically, our goal is to assess these metrics as predictors of fault-prone classes and, therefore, determine whether they can be used as early quality indicators. This study is complementary to the work described in (Li and Henry, 1993) where the same suite of metrics had been used to assess frequencies of… 
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References

SHOWING 1-10 OF 61 REFERENCES
Measuring the Impact of Reuse on Quality and Productivity in Object-Oriented Systems
TLDR
This study indicates significant benefits from reuse in terms of reduced defect density and rework as well as increased productivity in OO systems.
Object-oriented metrics that predict maintainability
Comments on "A Metrics Suite for Object Oriented Design"
TLDR
It is argued that it is premature to begin applying object oriented software metrics while there remains uncertainty about the precise definitions of many of the quantities to be observed and their impact upon subsequent indirect metrics.
A Metrics Suite for Object Oriented Design
TLDR
This research addresses the needs for software measures in object-orientation design through the development and implementation of a new suite of metrics for OO design, and suggests ways in which managers may use these metrics for process improvement.
Defining and validating high-level design metrics
TLDR
This paper introduces and compares four strategies for defining high-level design metrics, based on different sets of assumptions related to a well defined experimental goal they help reach: identify error-prone software parts.
Metric Analysis and Data Validation Across Fortran Projects
TLDR
The Software Engineering Laboratory has analyzed the Software Science metrics, cyclomatic complexity, and various standard program measures for their relation to 1) effort, 2) development errors, 3) one another.
Analytical and empirical evaluation of software reuse metrics
TLDR
The focus of the paper is to evaluate how well several published software reuse metrics measure the "time, money and quality" benefits of software reuse, and introduces some properties that should arguably hold of any measure of " time, moneyand quality" benefit due to reuse.
Software metrics - a rigorous approach
TLDR
The book has been comprehensively re-written and re-designed to take account of the fast changing developments in software metrics, most notably their widespread penetration into industrial practice.
Property-Based Software Engineering Measurement
TLDR
This work uses a mathematical framework to propose definitions of several important measurement concepts (size, length, complexity, cohesion, coupling) and believes that the formalisms and properties it introduces are convenient and intuitive and contributes constructively to a firmer theoretical ground of software measurement.
An empirical study evaluating depth of inheritance on the maintainability of object-oriented software
TLDR
Results are not at all obvious that object-oriented software is going to be more maintainable in the long run, but subjects' source code solutions and debriefing questionnaires provided some evidence suggesting subjects began to experience diffculties with the deeper inheritance hierarchy.
...
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