Skip to main content

Table 11 Multi-layer perceptron cross-entropy loss function for GSMFPM and SMAFED on twitter sentiment analysis training corpus

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

0.5478

0.5499

0.5612

0.5729

0.5535

0.5405

2

0.4911

0.5132

0.4405

0.4872

0.5004

0.5192

3

0.4537

0.4658

0.3909

0.4427

0.471

0.5087

4

0.4045

0.4147

0.3015

0.3528

0.4047

0.4584

5

0.3741

0.3762

0.2181

0.3177

0.3484

0.3698