Journal of Big Data

Table 10 Result of Instagram platform

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

Instagram
Algorithm	Metrics	Imbalance		Over-sampling		Under-sampling
Algorithm	Metrics	70%	Fold 10	70%	Fold 10	70%	Fold 10
MLP	Accuracy	84.41%	85.21%	88.29%	97.22%	84.31%	79.41%
	MAE	1.19	0.18	0.14	0.48	0.21	0.23
	Precision	0.85	0.85	0.89	0.97	0.85	0.8
	Recall	0.84	0.85	0.88	0.97	0.84	0.79
	F-Measure	0.84	0.85	0.88	0.97	0.84	0.79
SVM	Accuracy	83.77%	83.85%	87.32%	97.66%	80.39%	77.94%
	MAE	0.16	0.16	0.12	0.02	0.19	0.22
	Precision	0.85	0.84	0.89	0.98	0.81	0.80
	Recall	0.84	0.84	0.87	0.98	0.80	0.87
	F-Measure	0.83	0.83	0.87	0.98	0.80	0.78
RF	Accuracy	77.27%	79.38%	87.32%	97.22%	72.55%	74.71%
	MAE	0.29	0.28	0.28	0.21	0.38	0.37
	Precision	0.81	0.83	0.88	0.97	0.76	0.79
	Recall	0.77	0.79	0.86	0.97	0.72	0.74
	F-Measure	0.73	0.76	0.86	0.97	0.72	0.74
NB	Accuracy	81.82%	83.66%	83.41%	92.25%	87.43%	78.82%
	MAE	0.20	0.19	0.18	0.11	0.22	0.23
	Precision	0.82	0.85	0.86	0.92	0.79	0.79
	Recall	0.82	0.84	0.83	0.92	0.78	0.79
	F-Measure	0.81	0.83	0.83	0.92	0.78	0.79
Voting	Accuracy	85.06%	84.44%	88.29%	97.22%	81.37%	78.82%
	MAE	0.21	0.20	0.17	0.09	0.26	0.26
	Precision	0.86	0.85	0.89	0.97	0.82	0.8
	Recall	0.85	0.84	0.88	0.97	0.81	0.79
	F-Measure	0.84	0.84	0.88	0.97	0.81	0.79

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