Skip to main content
. 2024 Mar 21;10(9):e27863. doi: 10.1016/j.heliyon.2024.e27863

Table 1.

Comprehensive comparative analysis of related works in sentiment analysis for the Arabic language.

No Algorithms Data Source Features Best Result
[11] NB Mubasher Software Products TF-IDF NB 88.81%
SVM BOW
[12] LR Different Sources TF-IDF DT 92%
KNN BOW
DT
[13] SVM Corpus of Saudi Tweets TF-IDF SVM85.25%
KNN
NB
DT BOW
Deep Learning
[14] SVM Amazon Prime TF-IDF MLP 92.00%
NB BOW
DT
LR W2Vec
RF
MLP
[15] SVM Customer reviews from cafes and restaurant TF-IDF SVM89%
LR
KNN
NB
RF
DT
NB
This Study KNN Reviews Customer Perceptions (coffee) TF-IDF SVM 94.95%
SVM
DT MRMR
RF