| | Ref. no | Dataset | Standalone (yes + type/no) | Comparison conducted | Software size unit | Evaluation criteria | Publication year | | Source | Size |
| | 1. [17] | COCOMO’81 | 63 projects | Yes/Sugeno | FL, COCOCMO models | KDSI | AAE, ARE | 2004 | | 2. [18] | Artificial + COCOMO81 | 53 projects | Yes/Mamdani | FL, COCOMO | N&C LOC | AE, Pred (0.25) | 2005 | | 3. [19] | Private | 41 modules | Yes/Mamdani | FL, LR | LOC | MMER, Pred (0.20) | 2005 | | 4. [20] | NASA | 18 projects | Yes/Sugeno | FL, LR | KLOC | MMRE, VAF, RMSE | 2006 | | 5. [6] | Collected by experiment team from 37 developers | 125 projects | Yes/Mamdani | FL, LR | N&C LOC | MMER, MMRE, Pred (0.25) | 2006 | | 6. [21] | Collected by experiment team from 37 developers | 125 projects | Yes/Mamdani | FL (different memberships functions types), LR | N&C LOC | MdMER, Pred (0.25) | 2007 | | 7. [22] | From source no. 3 & 6 | 10 projects | Yes/Mamdani | No comparison | LOC | MMRE | 2009 | | 8. [23] | Private | 200 projects | Yes/Mamdani | FL, LR | N&C LOC | MMER | 2010 | | 9. [24] | Artificial + COCOMO81 | — | Yes/Mamdani | COCOMO/FL | KDSI | MMRE | 2010 | | 10. [25] | Private | 24 projects | No/Sugeno | Use case point (UCP) | UCP | MMRE, Pred (0.35) | 2011 | | 11. [26] | Private | 24 projects | No/Mamdani | Use case point (UCP) | UCP | MMRE, Pred (0.35) | 2011 | | 12. [27] | COCOMO I, NASA98, datasets, 4 project from software company in Malaysia | 160 projects | No/Sugeno | FL-COCOMO II/COCOMO II | KSLOC | MMRE, Pred (0.25) | 2011 | | 13. [28] | Collected by experiment team from 74 developers | 231 projects | Yes/Mamdani | FL, LR | N&C LOC, reused code | MMER, +ANOVA | 2011 | | 14. [29] | Collected by experiment team from 37 developers | 125 projects | Yes/Mamdani + Sugeno_constant | FL-Mamdani, FL-Sugeno, LR | N&C LOC | MMER, Pred (0.25) | 2013 | | 15. [30] | COCCOMO NASA | 7 projects | Yes, FL | FL/NN | LOC | MMRE, Pred (0.25) | 2013 | | 16. [31] | COCOMO | 69 projects | No | FNN, COCOMO | KESLOC | MMER | 2003 | | 17. [32] | Artificial | — | No/Mamdani | COCOMO,81 | KLOC | RE | 2000 | | 18. [33] | COCOMO’81 | 69 projects | No | FNN, COCOMO | KSLOC | Pred (0.25), MMER | 2007 | | 19. [34] | COCOMO | 21 projects | No | FNN, ANN, COCOMO | KLOC | MMRE, Pred (0.25), MdMRE | 2007 | | 20. [35] | ISBSG release 9 | 3,024 projects | No | FNN | SLOC | MMRE, MMER, Pred (0.25) | 2009 | | 21. [36] | NASA | 31 projects | No | FNN/other tools | DKLOC | RMSE, MMRE | 2012 | | 22. [37] | NASA + industrial | 99 projects | No | FNN-SEERSEM/SEERSEM | KLOC | MMRE, Pred (0.3), Pred (0.5), MSE | 2015 | | 23. [38] | Private | — | No | NN | UCP | MMRE, Pred, MMER | 2012 |
|
|
