Journal of Big Data

Table 12 Result of Twitter platform

From: Sentiment analysis for cruises in Saudi Arabia on social media platforms using machine learning algorithms

Twitter
Algorithm	Metrics	Imbalance		Over-sampling		Under-sampling
Algorithm	Metrics	70%	Fold 10	70%	Fold 10	70%	Fold 10
MLP	Accuracy	84.17%	84.19%	82.05%	87.69%	90.08%	84.33%
	MAE	0.20	0.18	0.20	0.14	0.14	0.17
	Precision	0.85	0.84	0.84	0.88	0.91	0.85
	Recall	0.85	0.84	0.84	0.88	0.90	0.84
	F-Measure	0.84	0.84	0.82	0.88	0.90	0.84
SVM	Accuracy	81.30%	84.20%	82.69%	88.27%	89.26%	85.57%
	MAE	0.19	0.16	0.17	0.11	0.11	0.14
	Precision	0.82	0.85	0.84	0.89	0.90	0.87
	Recall	0.81	0.84	0.83	0.88	0.89	0.86
	F-Measure	0.81	0.84	0.83	0.88	0.89	0.86
RF	Accuracy	74.82%	79.87%	80.77%	87.31%	78.51%	81.09%
	MAE	0.82	0.83	0.86	0.89	0.85	0.85
	Precision	0.82	0.83	0.86	0.89	0.85	0.85
	Recall	0.75	0.80	0.81	0.87	0.79	0.81
	F-Measure	0.73	0.79	0.80	0.87	0.77	0.81
NB	Accuracy	84.89%	87.45%	85.26%	88.08%	90.08%	88.31%
	MAE	0.17	0.15	0.15	0.13	0.12	0.14
	Precision	0.85	0.87	0.85	0.88	0.90	0.89
	Recall	0.85	0.87	0.85	0.88	0.90	0.88
	F-Measure	0.85	0.87	0.85	0.88	0.90	0.88
Voting	Accuracy	84.17%	84.89%	84.44%	88.65%	88.43%	86.07%
	MAE	0.22	0.17	0.20	0.17	0.18	0.20
	Precision	0.84	0.85	0.85	0.88	0.89	0.87
	Recall	0.84	0.85	0.84	0.88	0.98	0.86
	F-Measure	0.84	0.85	0.83	0.88	0.88	0.86

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