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- W3166162564 endingPage "e563" @default.
- W3166162564 startingPage "e563" @default.
- W3166162564 abstract "Software Fault Prediction (SFP) assists in the identification of faulty classes, and software metrics provide us with a mechanism for this purpose. Besides others, metrics addressing inheritance in Object-Oriented (OO) are important as these measure depth, hierarchy, width, and overriding complexity of the software. In this paper, we evaluated the exclusive use, and viability of inheritance metrics in SFP through experiments. We perform a survey of inheritance metrics whose data sets are publicly available, and collected about 40 data sets having inheritance metrics. We cleaned, and filtered them, and captured nine inheritance metrics. After preprocessing, we divided selected data sets into all possible combinations of inheritance metrics, and then we merged similar metrics. We then formed 67 data sets containing only inheritance metrics that have nominal binary class labels. We performed a model building, and validation for Support Vector Machine(SVM). Results of Cross-Entropy, Accuracy, F-Measure, and AUC advocate viability of inheritance metrics in software fault prediction. Furthermore, ic, noc, and dit metrics are helpful in reduction of error entropy rate over the rest of the 67 feature sets." @default.
- W3166162564 created "2021-06-22" @default.
- W3166162564 creator A5020661113 @default.
- W3166162564 creator A5030473011 @default.
- W3166162564 creator A5063706979 @default.
- W3166162564 date "2021-06-04" @default.
- W3166162564 modified "2023-09-27" @default.
- W3166162564 title "Exclusive use and evaluation of inheritance metrics viability in software fault prediction—an experimental study" @default.
- W3166162564 cites W1497968089 @default.
- W3166162564 cites W1549553848 @default.
- W3166162564 cites W1571717828 @default.
- W3166162564 cites W1600563377 @default.
- W3166162564 cites W1838241330 @default.
- W3166162564 cites W1963859441 @default.
- W3166162564 cites W1964062576 @default.
- W3166162564 cites W1964962870 @default.
- W3166162564 cites W1980851144 @default.
- W3166162564 cites W1981698832 @default.
- W3166162564 cites W1982372294 @default.
- W3166162564 cites W1989664908 @default.
- W3166162564 cites W1990974705 @default.
- W3166162564 cites W1993553653 @default.
- W3166162564 cites W1994158575 @default.
- W3166162564 cites W1994969679 @default.
- W3166162564 cites W2001203840 @default.
- W3166162564 cites W2003173896 @default.
- W3166162564 cites W2006626130 @default.
- W3166162564 cites W2009141244 @default.
- W3166162564 cites W2012477002 @default.
- W3166162564 cites W2013074712 @default.
- W3166162564 cites W2015729052 @default.
- W3166162564 cites W2016551940 @default.
- W3166162564 cites W2025043404 @default.
- W3166162564 cites W2026046013 @default.
- W3166162564 cites W2026750231 @default.
- W3166162564 cites W2028266455 @default.
- W3166162564 cites W2028334964 @default.
- W3166162564 cites W2029747027 @default.
- W3166162564 cites W2039081830 @default.
- W3166162564 cites W2047345132 @default.
- W3166162564 cites W2051254495 @default.
- W3166162564 cites W2051673670 @default.
- W3166162564 cites W2057780988 @default.
- W3166162564 cites W2058207467 @default.
- W3166162564 cites W2065452689 @default.
- W3166162564 cites W2074636452 @default.
- W3166162564 cites W2074805796 @default.
- W3166162564 cites W2075755635 @default.
- W3166162564 cites W2088624945 @default.
- W3166162564 cites W2093831363 @default.
- W3166162564 cites W2097883090 @default.
- W3166162564 cites W2104124430 @default.
- W3166162564 cites W2106615747 @default.
- W3166162564 cites W2107643286 @default.
- W3166162564 cites W2112032657 @default.
- W3166162564 cites W2113302524 @default.
- W3166162564 cites W2120738100 @default.
- W3166162564 cites W2120999344 @default.
- W3166162564 cites W2121866145 @default.
- W3166162564 cites W2122000464 @default.
- W3166162564 cites W2122189241 @default.
- W3166162564 cites W2123551785 @default.
- W3166162564 cites W2128666163 @default.
- W3166162564 cites W2130128436 @default.
- W3166162564 cites W2133711389 @default.
- W3166162564 cites W2135250985 @default.
- W3166162564 cites W2137367944 @default.
- W3166162564 cites W2140117423 @default.
- W3166162564 cites W2143189463 @default.
- W3166162564 cites W2146474553 @default.
- W3166162564 cites W2150361830 @default.
- W3166162564 cites W2154446978 @default.
- W3166162564 cites W2158864412 @default.
- W3166162564 cites W2159610968 @default.
- W3166162564 cites W2160988203 @default.
- W3166162564 cites W2163590173 @default.
- W3166162564 cites W2164818334 @default.
- W3166162564 cites W2167953121 @default.
- W3166162564 cites W2305460223 @default.
- W3166162564 cites W2342667915 @default.
- W3166162564 cites W2497047467 @default.
- W3166162564 cites W2604534892 @default.
- W3166162564 cites W2729496707 @default.
- W3166162564 cites W2787337551 @default.
- W3166162564 cites W2899930852 @default.
- W3166162564 cites W2921707507 @default.
- W3166162564 cites W2945339223 @default.
- W3166162564 cites W2950329369 @default.
- W3166162564 cites W2963302548 @default.
- W3166162564 cites W3009734373 @default.
- W3166162564 cites W3018584394 @default.
- W3166162564 cites W3084008846 @default.
- W3166162564 cites W3141989311 @default.
- W3166162564 cites W4237979974 @default.
- W3166162564 cites W1785944873 @default.
- W3166162564 cites W1820030238 @default.
- W3166162564 doi "https://doi.org/10.7717/peerj-cs.563" @default.
- W3166162564 hasPubMedCentralId "https://www.ncbi.nlm.nih.gov/pmc/articles/8189025" @default.