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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

Ref

Algorithms Used

Model

Sample Size

Best Accuracy

Software

(Mueen et al., 2016)

NB; NN; C4.5.

[C]

60

NB-86%

WEKA

(Mohamed & Waguih, 2017)

J48; Rep Tree; RT

[C]

8080

J48–85.6%

WEKA

(Sivasakthi, 2017)

SMO; NB; J48; NN; REPTree.

[C]

300

MLP-93%

WEKA

(Putpuek et al., 2018)

ID3; C4.5; KNN; NB

[C]

NB-43.18%

RapidMiner

(Garg, 2018)

C4.5

[C]

400

WEKA

(Yassein et al., 2017)

C4.5

[C][CC]

150

Clementine

(Almarabeh, 2017)

NB; BN; ID3; J48; NN

[C]

255

NB-93%

WEKA