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Table 4 Summary of results of research seeking course level prediction

From: Predicting academic success in higher education: literature review and best practices

RefAlgorithms UsedModelSample SizeBest AccuracySoftware
(Mueen et al., 2016)NB; NN; C4.5.[C]60NB-86%WEKA
(Mohamed & Waguih, 2017)J48; Rep Tree; RT[C]8080J48–85.6%WEKA
(Sivasakthi, 2017)SMO; NB; J48; NN; REPTree.[C]300MLP-93%WEKA
(Putpuek et al., 2018)ID3; C4.5; KNN; NB[C]NB-43.18%RapidMiner
(Garg, 2018)C4.5[C]400WEKA
(Yassein et al., 2017)C4.5[C][CC]150Clementine
(Almarabeh, 2017)NB; BN; ID3; J48; NN[C]255NB-93%WEKA