Journal of Big Data

Table 13 Multi-layer perceptron 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

	Features
	UNIGRAM		BIGRAM		UNIGRAM + BIGRAM
Epoch	SMAFED	GSMFPM	SMAFED	GSMFPM	SMAFED	GSMFPM
1	0.366	0.3943	0.2911	0.3927	0.2632	0.3527
2	0.2552	0.2712	0.2362	0.2661	0.1908	0.2583
3	0.2108	0.2223	0.2009	0.2149	0.1785	0.2003
4	0.1688	0.2172	0.1665	0.2035	0.1216	0.1814
5	0.1534	0.2102	0.1759	0.2058	0.1112	0.2007

Back to article page