A comparison of CK and Martin's package metric suites in predicting reusability in open source object-oriented software

Packages are units that organize source code in large object-oriented systems. Metrics used at the package granularity level mostly characterize attributes such as complexity, size, cohesion and coupling. Many of these characterized attributes have direct relationships with the quality of the softwa...

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Main Author: Alhadi Meftah, Khaled
Format: Thesis
Language:English
English
English
Published: 2016
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Online Access:http://eprints.uthm.edu.my/927/1/24p%20KHALED%20ALHADI%20MEFTAH.pdf
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http://eprints.uthm.edu.my/927/3/KHALED%20ALHADI%20MEFTAH%20WATERMARK.pdf
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spelling my-uthm-ep.9272021-09-09T06:04:28Z A comparison of CK and Martin's package metric suites in predicting reusability in open source object-oriented software 2016-03 Alhadi Meftah, Khaled QA76.75-76.765 Computer software Packages are units that organize source code in large object-oriented systems. Metrics used at the package granularity level mostly characterize attributes such as complexity, size, cohesion and coupling. Many of these characterized attributes have direct relationships with the quality of the software system being produced. Empirical evidence is required to support the collection of measures for such metrics; hence these metrics are used as early indicators of such important external quality attributes. This research compared the CK and Martin’s package metric suites in order to characterize the package reusability level in object-oriented software. Comparing the package level of metrics suites as they measure an external software quality attribute is supposed to help a developer knows which metric suite can be used to effectively predict the software quality attribute at package level. In this research two open source Java applications, namely; jEdit and BlueJ were used in the evaluation of two package metrics suites, and were compared empirically to predict the package reusability level. The metric measures were also used to compare the effectiveness of the metrics in these package metrics suites in evaluating the reusability at the package granularity level. Thereafter metric measures of each package were normalized to allow for the comparison of the package reusability level among packages within an application. The Bansiya reusability model equation was adapted as a reusability reference quality model in this research work. Correlation analysis was performed to help compare the metrics within package metrics suites. Through the ranking of the package reusability level, results show that the jEdit application has 30% of its packages ranked with a very high reusability level, thus conformed to the Pareto rule (80:20). This means that the jEdit application has packages that are more reusable than packages in the BlueJ application. Empirically, the Martin’s package coupling metric Ce with an r value of 0.68, is ranked as having a positive strong correlation with RL, and this has distinguished the Martin’s package metrics suite as an effective predictor of package reusability level from the CK package metrics suite. 2016-03 Thesis http://eprints.uthm.edu.my/927/ http://eprints.uthm.edu.my/927/1/24p%20KHALED%20ALHADI%20MEFTAH.pdf text en public http://eprints.uthm.edu.my/927/2/KHALED%20ALHADI%20MEFTAH%20COPYRIGHT%20DECLARATION.pdf text en staffonly http://eprints.uthm.edu.my/927/3/KHALED%20ALHADI%20MEFTAH%20WATERMARK.pdf text en validuser mphil masters Universiti Tun Hussein Onn Malaysia Faculty of Computer Science and Information Technology
institution Universiti Tun Hussein Onn Malaysia
collection UTHM Institutional Repository
language English
English
English
topic QA76.75-76.765 Computer software
spellingShingle QA76.75-76.765 Computer software
Alhadi Meftah, Khaled
A comparison of CK and Martin's package metric suites in predicting reusability in open source object-oriented software
description Packages are units that organize source code in large object-oriented systems. Metrics used at the package granularity level mostly characterize attributes such as complexity, size, cohesion and coupling. Many of these characterized attributes have direct relationships with the quality of the software system being produced. Empirical evidence is required to support the collection of measures for such metrics; hence these metrics are used as early indicators of such important external quality attributes. This research compared the CK and Martin’s package metric suites in order to characterize the package reusability level in object-oriented software. Comparing the package level of metrics suites as they measure an external software quality attribute is supposed to help a developer knows which metric suite can be used to effectively predict the software quality attribute at package level. In this research two open source Java applications, namely; jEdit and BlueJ were used in the evaluation of two package metrics suites, and were compared empirically to predict the package reusability level. The metric measures were also used to compare the effectiveness of the metrics in these package metrics suites in evaluating the reusability at the package granularity level. Thereafter metric measures of each package were normalized to allow for the comparison of the package reusability level among packages within an application. The Bansiya reusability model equation was adapted as a reusability reference quality model in this research work. Correlation analysis was performed to help compare the metrics within package metrics suites. Through the ranking of the package reusability level, results show that the jEdit application has 30% of its packages ranked with a very high reusability level, thus conformed to the Pareto rule (80:20). This means that the jEdit application has packages that are more reusable than packages in the BlueJ application. Empirically, the Martin’s package coupling metric Ce with an r value of 0.68, is ranked as having a positive strong correlation with RL, and this has distinguished the Martin’s package metrics suite as an effective predictor of package reusability level from the CK package metrics suite.
format Thesis
qualification_name Master of Philosophy (M.Phil.)
qualification_level Master's degree
author Alhadi Meftah, Khaled
author_facet Alhadi Meftah, Khaled
author_sort Alhadi Meftah, Khaled
title A comparison of CK and Martin's package metric suites in predicting reusability in open source object-oriented software
title_short A comparison of CK and Martin's package metric suites in predicting reusability in open source object-oriented software
title_full A comparison of CK and Martin's package metric suites in predicting reusability in open source object-oriented software
title_fullStr A comparison of CK and Martin's package metric suites in predicting reusability in open source object-oriented software
title_full_unstemmed A comparison of CK and Martin's package metric suites in predicting reusability in open source object-oriented software
title_sort comparison of ck and martin's package metric suites in predicting reusability in open source object-oriented software
granting_institution Universiti Tun Hussein Onn Malaysia
granting_department Faculty of Computer Science and Information Technology
publishDate 2016
url http://eprints.uthm.edu.my/927/1/24p%20KHALED%20ALHADI%20MEFTAH.pdf
http://eprints.uthm.edu.my/927/2/KHALED%20ALHADI%20MEFTAH%20COPYRIGHT%20DECLARATION.pdf
http://eprints.uthm.edu.my/927/3/KHALED%20ALHADI%20MEFTAH%20WATERMARK.pdf
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