Comparison of papers focused on identification stage (2003–2020)
| Source | Year | Which SCRM stages are the area of focus? | Which requirements are addressed? | Methods | |||||
|---|---|---|---|---|---|---|---|---|---|
| S1 | S2 | S3 | S4 | R1 | R2 | R3 | |||
| Bruzzone and Orsoni (2003) | 2003 | Yes | No | No | No | Yes | No | No | ANN |
| Boonyanusith and Jittamai (2012) | 2012 | Yes | No | No | No | Yes | No | No | DT and ANN |
| Slimani et al. (2015) | 2015 | Yes | No | No | No | Yes | No | No | ANN |
| Zhu et al. (2017) | 2017 | Yes | No | No | No | Yes | No | No | Multiple machine learning models |
| Baryannis et al. (2019 a) | 2019 | Yes | No | No | No | Yes | No | Yes | DT/ and SVM |
| Fu and Chien (2019) | 2019 | Yes | No | No | No | No | Yes | No | Time series |
| Zhou et al. (2020) | 2020 | Yes | No | No | No | Yes | No | No | CNN |
| Brintrup et al. (2020) | 2020 | Yes | No | No | No | No | Yes | No | RF, SVM, logistic regression and linear regression |
| Source | Year | Which SCRM stages are the area of focus? | Which requirements are addressed? | Methods | |||||
|---|---|---|---|---|---|---|---|---|---|
| S1 | S2 | S3 | S4 | R1 | R2 | R3 | |||
| 2003 | Yes | No | No | No | Yes | No | No | ANN | |
| 2012 | Yes | No | No | No | Yes | No | No | DT and ANN | |
| 2015 | Yes | No | No | No | Yes | No | No | ANN | |
| 2017 | Yes | No | No | No | Yes | No | No | Multiple machine learning models | |
| 2019 | Yes | No | No | No | Yes | No | Yes | DT/ and SVM | |
| 2019 | Yes | No | No | No | No | Yes | No | Time series | |
| 2020 | Yes | No | No | No | Yes | No | No | CNN | |
| 2020 | Yes | No | No | No | No | Yes | No | RF, SVM, logistic regression and linear regression | |
Source(s): Authors’ own creation