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. 2022 Dec 2;175:108859. doi: 10.1016/j.cie.2022.108859

Table 2.

Application of ML in SCRM.

Risk identification Risk assessment Risk mitigation Risk monitoring
NN (Feng et al., 2021; Han et al., 2021; Lau et al., 2021, Sun, 2021, Sun et al., 2008) (Feng et al., 2021, Han and Zhang, 2021, Lau et al., 2021, Lu, 2021, Ni, 2019, Sang and o. C., & Mathematics, A. , 2021, Wang, 2021a, Wang, 2021, Zhang et al., 2015, Zigiene et al., 2019) (Chatzidimitriou et al., 2008, Han and Zhang, 2021, Piccialli et al., 2021, Punia et al., 2020, Rishehchi et al., 2021, Sun et al., 2008, Wichmann et al., 2020) (Priore et al., 2019)
DL (Handfield et al., 2020, Thota et al., 2020, Xuan, 2021) (Abdollahnejadbarough et al., 2020; Hajian Heidary et al., 2019; Handfield et al., 2020; Li et al., 2020b; Liu et al., 2020b) (Chatzidimitriou et al., 2008; Fu et al., 2019; Piccialli et al., 2021, Punia et al., 2020, Wichmann et al., 2020) (Goldberg et al., 2020, Lee et al., 2021, McClements et al., 2021, Palander et al., 2018, Wang et al., 2020)
SVM (Cao et al., 2016; Li et al., 2021) (Liu & Huang, 2020b; Sang & Mathematics, 2021; Sun, 2020, Zhang et al., 2020, Zhang et al., 2015, Zigiene et al., 2019) (Baryannis et al., 2019, Berloco, et al., 2021, Cao and Zhang, 2016, Chatzidimitriou et al., 2008, Frazier et al., 2018, Fu and Chien, 2019, Piccialli et al., 2021, Wichmann et al., 2020; Zhang et al., 2021a) (Priore et al., 2019, Zhang et al., 2020)
DT (Li et al., 2021, Zhu et al., 2019) (Baryannis et al., 2019, Berloco, et al., 2021, Rishehchi et al., 2021, Zhu et al., 2016, Zhu et al., 2017a, Zhu et al., 2019) (Priore et al., 2019)
BN (Bouzembrak et al., 2019; Brintrup et al., 2020, Chu et al., 2020; Feuerriegel et al., 2019; Marvin et al., 2020, Rodgers et al., 2020) (Feuerriegel and Gordon, 2019, Garvey et al., 2015; Rodgers & Singham, 2020) (Bouzembrak and Marvin, 2019, Brintrup et al., 2020, Frazier et al., 2018, Ji et al., 2017, Kouadio et al., 2021, Marvin et al., 2020)
LR (Brintrup et al., 2020, Li et al., 2021, Merve et al., 2020, Ying et al., 2020) (Cavalcante et al., 2019, Frey et al., 2018, Merve et al., 2020, Sun, 2020) (Berloco, et al., 2021, Brintrup et al., 2020, Merve et al., 2020, Rishehchi et al., 2021) (Palander et al., 2018, Priore et al., 2019, Ying et al., 2020)
RF (Brintrup et al., 2020, Feuerriegel and Gordon, 2019, Li et al., 2021) (Feuerriegel and Gordon, 2019, Zigiene et al., 2019) (Berloco, et al., 2021, Brintrup et al., 2020; Islam & Amin, 2020b; Kouadio et al., 2021, Piccialli et al., 2021, Punia et al., 2020, Rishehchi et al., 2021)
EL (Feuerriegel and Gordon, 2019, Zhu et al., 2019) (Feuerriegel & Gordon, 2019; Liu & Huang, 2020b) (Chen et al., 2020; Islam & Amin, 2020b; Zhu et al., 2016, Zhu et al., 2017a, Zhu et al., 2019) (Priore et al., 2019)
KNN (Brintrup et al., 2020, Merve et al., 2020) (Cavalcante et al., 2019, Merve et al., 2020) (Berloco, et al., 2021, Brintrup et al., 2020, Chatzidimitriou et al., 2008, Frazier et al., 2018, Fu and Chien, 2019, Merve et al., 2020, Nikolopoulos et al., 2021, Zhao et al., 2020) (Priore et al., 2019)
Clustering (Bai et al., 2019, Nayal et al., 2021, Ying et al., 2020) (Bai et al., 2019, Belhadi et al., 2021, Nayal et al., 2021) (Coyle et al., 2016, Nikolopoulos et al., 2021) (Priore et al., 2019, Ying et al., 2020)
ELM (Sun et al., 2008) (Sun et al., 2008, Yu et al., 2016, Yu et al., 2011)
NB (Rishehchi et al., 2021) (Priore et al., 2019)