Journal of Big Data

Table 14 Four-Layer convolutional neural network cross-entropy loss function for GSMFPM and SMAFED on Naija-tweets dataset

From: Real-time event detection in social media streams through semantic analysis of noisy terms

	Convolution layer
	1-LAYER		2-LAYER		3-LAYER		4-LAYER
EPOCH	SMAFED	GSMFPM	SMAFED	GSMFPM	SMAFED	GSMFPM	SMAFED	GSMFPM
1	2.1429	2.351	0.8408	0.9112	0.7448	0.7953	0.7055	0.7676
2	0.7991	0.8535	0.6119	0.6663	0.6419	0.6949	0.6336	0.6747
3	0.4748	0.5268	0.5363	0.5783	0.6036	0.7111	0.6344	0.6643
4	0.3693	0.4804	0.4152	0.5161	0.5511	0.6353	0.612	0.6609
5	0.2316	0.3457	0.2479	0.3622	0.3897	0.4465	0.559	0.6303
6	0.1429	0.2999	0.1266	0.2736	0.2231	0.2822	0.4445	0.4895
7	0.0878	0.1489	0.0873	0.1484	0.1469	0.1852	0.2588	0.3581
8	0.0501	0.0852	0.052	0.0771	0.1031	0.1431	0.178	0.1982

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