Table 5 Comparative analysis of proposed model on dataset 1.

From: Enhancing sparse data recommendations with self-inspected adaptive SMOTE and hybrid neural networks

Classifier

Training Dataset

Validation Dataset

R2

RMSE

MAE

R2

RMSE

MAE

EGJO-LSTM [22]

0.95

20.35

3.54

0.62

45.00

37.59

Modified CNN [28]

0.74

40.55

25.99

0.68

42.04

36.53

FuzzyRec [33]

0.72

43.80

31.57

0.58

47.39

37.31

Proposed

0.70

44.32

30.88

0.70

46.71

39.81