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Table 12 Four-Layer convolutional neural network 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

 

Convolution layer

 

1-LAYER

2-LAYER

3-LAYER

4-LAYER

EPOCH

SMAFED

GSMFPM

SMAFED

GSMFPM

SMAFED

GSMFPM

SMAFED

GSMFPM

1

0.5852

0.4369

0.636

0.7843

0.6279

0.7762

0.5584

0.7067

2

0.4761

0.3928

0.5399

0.6232

0.4927

0.576

0.4713

0.5546

3

0.4213

0.3725

0.4674

0.5162

0.4434

0.4922

0.4263

0.4751

4

0.3622

0.3556

0.4195

0.4261

0.3943

0.4009

0.3836

0.3902

5

0.3026

0.3397

0.3797

0.4168

0.3515

0.3886

0.332

0.3691

6

0.2241

0.3255

0.3403

0.4417

0.299

0.4004

0.277

0.3784

7

0.1864

0.3002

0.3045

0.4183

0.2736

0.3874

0.2501

0.3639

8

0.1496

0.2892

0.2576

0.3972

0.2425

0.3821

0.2169

0.3565