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Table 2 Performance comparison on eight datasets in terms of RMSE

From: Evaluation of recent advances in recommender systems on Arabic content

Datasets

ALFM

A3NCF

PARL

CARL

CARP

q%

(English vs. Arabic)

ALFM (%)

A3NCF (%)

PARL (%)

CARL (%)

CARP (%)

MI

0.881

0.975

0.891

0.882

0.881

0.21

0.21

0

0

0

Arabic_MI

0.883

0.977

0.891

0.882

0.881

PLG

0.973

1.041

0.980

0.985

0.967

0.21

1.06

0

0

0

Arabic_PLG

0.975

1.052

0.980

0.985

0.967

Auto

0.894

0.982

0.914

0.901

0.894

0.11

1.12

0

0

0

Arabic_Auto

0.895

0.993

0.914

0.901

0.894

IV

0.976

1.023

1.020

0.990

0.986

0.20

0.78

0

0

0

Arabic_IV

0.978

1.031

1.020

0.990

0.986

  1. q%: accuracy decrease (pair of English-Arabic datasets)