Online Feature Selection (OFS) with Accelerated Bat Algorithm (ABA) and Ensemble Incremental Deep Multiple Layer Perceptron (EIDMLP) for big data streams

Journal of Big Data

Table 3 Classification results of Gisette

Classifiers	FS algorithms	Accuracy	Precision	Recall	F-measure	Processing time in seconds
NB	FS-PSO	80.2	80.29	80.26	80.28	11.4
	FS-APSO	80.8	80.79	80.8	80.79	1.14
	FS-ASAMO	82.3	82.29	82.293	82.2	0.17
	MR-OFS-ABA	83	82.99	82.9	82.99	0.05
SVM	FS-PSO	82.2	84.1	84.18	84.19	0.05
	FS-APSO	84.2	84.21	84.22	84.22	37.9
	FS-ASAMO	84	84.24	84.2	84.2	2.69
	MR-OFS-ABA	86.7	86.71	86.68	86.69	0.181
HT	FS-PSO	88.3	88.29	88.3	88.29	0.0392
	FS-APSO	89.4	89.4	89.42	89.41	0.0371
	FS-ASAMO	89.4	89	89.4	89.41	0.04
	MR-OFS-ABA	90.9	90.8	90.9	90.89	0.036
FMCCSC-KNN	FS-PSO	93.2	93.2	93.22	93.21	0.17
	FS-APSO	93.7	93.7	93.68	93.69	0.05
	FS-ASAMO	94.6	94.62	94.57	94.6	0.05
	MR-OFS-ABA	95.7	95.78	95.66	95.72	0.042
EIDMLP	FS-PSO	96.3	96.29	96.3	96.29	4.72
	FS-APSO	96.7	96.7	96.69	96.69	0.19
	FS-ASAMO	98	98	97.99	97.99	0.05
	MR-OFS-ABA	98.6	98.6	98.59	98.59	0.044