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Table 4 Attack records for multiclass classification, before and after sampling

From: Intrusion detection systems using long short-term memory (LSTM)

Record type

Before sampling

After sampling

Normal

972,781

120,000

DoS

3,925,650

100,000

R2L

1,114,267

100,000