Detection of Online Fake News Using Blending Ensemble Learning

Table 2

Performance metrics for the ISOT dataset.

	ISOT dataset using n-gram
	ROC AUC	f1-score	AUC	Precision	Recall	Accuracy %
Logistic regression (LR) classifier	0.998	0.979	0.997	0.981	0.978	98.036
Linear discriminant analysis (LDA) classifier	0.997	0.977	0.997	0.986	0.969	97.875
Stochastic gradient descent classifier (SGDC)	0.998	0.982	0.997	0.980	0.983	98.254
Ridge classifier (RC)	0.998	0.980	0.997	0.979	0.981	98.071
Linear support vector machine (SVM) classifier	0.998	0.983	0.998	0.983	0.983	98.387
Blending (BLD) ensemble	0.998	0.984	0.997	0.984	0.984	98.481