Matches in SemOpenAlex for { <https://semopenalex.org/work/W3108346280> ?p ?o ?g. }
- W3108346280 abstract "Many researchers assume that, for software analytics, more data is better. We write to show that, at least for learning defect predictors, this may not be true. To demonstrate this, we analyzed hundreds of popular GitHub projects. These projects ran for 84 months and contained 3,728 commits (median values). Across these projects, most of the defects occur very early in their life cycle. Hence, defect predictors learned from the first 150 commits and four months perform just as well as anything else. This means that, at least for the projects studied here, after the first few months, we need not continually update our defect prediction models. We hope these results inspire other researchers to adopt a simplicity-first approach to their work. Some domains require a complex and data-hungry analysis. But before assuming complexity, it is prudent to check the raw data looking for short cuts that can simplify the analysis." @default.
- W3108346280 created "2020-12-07" @default.
- W3108346280 creator A5024144640 @default.
- W3108346280 creator A5069218522 @default.
- W3108346280 creator A5077008083 @default.
- W3108346280 date "2020-11-25" @default.
- W3108346280 modified "2023-09-23" @default.
- W3108346280 title "Early Life Cycle Software Defect Prediction. Why? How?" @default.
- W3108346280 cites W1507777432 @default.
- W3108346280 cites W1771830246 @default.
- W3108346280 cites W1965335252 @default.
- W3108346280 cites W1980201834 @default.
- W3108346280 cites W1989354793 @default.
- W3108346280 cites W1994248747 @default.
- W3108346280 cites W1994493193 @default.
- W3108346280 cites W1994719586 @default.
- W3108346280 cites W2005504865 @default.
- W3108346280 cites W2033418259 @default.
- W3108346280 cites W2037002715 @default.
- W3108346280 cites W2046830558 @default.
- W3108346280 cites W2057826716 @default.
- W3108346280 cites W2061019658 @default.
- W3108346280 cites W2067436653 @default.
- W3108346280 cites W2078619945 @default.
- W3108346280 cites W2081289403 @default.
- W3108346280 cites W2089002008 @default.
- W3108346280 cites W2100945416 @default.
- W3108346280 cites W2101234009 @default.
- W3108346280 cites W2101720091 @default.
- W3108346280 cites W2105672266 @default.
- W3108346280 cites W2109676405 @default.
- W3108346280 cites W2111421634 @default.
- W3108346280 cites W2120457925 @default.
- W3108346280 cites W2122702470 @default.
- W3108346280 cites W2125121913 @default.
- W3108346280 cites W2130883460 @default.
- W3108346280 cites W2131891947 @default.
- W3108346280 cites W2143637886 @default.
- W3108346280 cites W2146338950 @default.
- W3108346280 cites W2147386665 @default.
- W3108346280 cites W2148143831 @default.
- W3108346280 cites W2157353183 @default.
- W3108346280 cites W2159610968 @default.
- W3108346280 cites W2160958420 @default.
- W3108346280 cites W2163837601 @default.
- W3108346280 cites W2182687482 @default.
- W3108346280 cites W2344072768 @default.
- W3108346280 cites W2367798545 @default.
- W3108346280 cites W2433052443 @default.
- W3108346280 cites W2510885373 @default.
- W3108346280 cites W2518085703 @default.
- W3108346280 cites W2519440759 @default.
- W3108346280 cites W2523127458 @default.
- W3108346280 cites W2559885217 @default.
- W3108346280 cites W2606150376 @default.
- W3108346280 cites W2729231325 @default.
- W3108346280 cites W2731935965 @default.
- W3108346280 cites W2767894374 @default.
- W3108346280 cites W2808896747 @default.
- W3108346280 cites W2895067255 @default.
- W3108346280 cites W2898124301 @default.
- W3108346280 cites W2898383220 @default.
- W3108346280 cites W2898435572 @default.
- W3108346280 cites W2903359694 @default.
- W3108346280 cites W2914582798 @default.
- W3108346280 cites W2914608582 @default.
- W3108346280 cites W2916040315 @default.
- W3108346280 cites W2918988529 @default.
- W3108346280 cites W2955230520 @default.
- W3108346280 cites W2955991060 @default.
- W3108346280 cites W2963520355 @default.
- W3108346280 cites W2963548617 @default.
- W3108346280 cites W2964237675 @default.
- W3108346280 cites W2967780468 @default.
- W3108346280 cites W2997553454 @default.
- W3108346280 cites W3000045849 @default.
- W3108346280 cites W3004450681 @default.
- W3108346280 cites W3009761259 @default.
- W3108346280 cites W3090450084 @default.
- W3108346280 doi "https://doi.org/10.48550/arxiv.2011.13071" @default.
- W3108346280 hasPublicationYear "2020" @default.
- W3108346280 type Work @default.
- W3108346280 sameAs 3108346280 @default.
- W3108346280 citedByCount "0" @default.
- W3108346280 crossrefType "posted-content" @default.
- W3108346280 hasAuthorship W3108346280A5024144640 @default.
- W3108346280 hasAuthorship W3108346280A5069218522 @default.
- W3108346280 hasAuthorship W3108346280A5077008083 @default.
- W3108346280 hasBestOaLocation W31083462801 @default.
- W3108346280 hasConcept C111472728 @default.
- W3108346280 hasConcept C115903868 @default.
- W3108346280 hasConcept C127413603 @default.
- W3108346280 hasConcept C132964779 @default.
- W3108346280 hasConcept C138885662 @default.
- W3108346280 hasConcept C154945302 @default.
- W3108346280 hasConcept C18762648 @default.
- W3108346280 hasConcept C199360897 @default.
- W3108346280 hasConcept C2522767166 @default.
- W3108346280 hasConcept C2776372474 @default.
- W3108346280 hasConcept C2777904410 @default.