Machine Learning for Networking by Unknown

Author:Unknown
Language: eng
Format: epub
ISBN: 9783030457785
Publisher: Springer International Publishing

Parameters

UNSW-NB15

CICIDS2017

Year of creation

2015

2017

Features

49 (+2 labels)

84 (+1 label)

Attack families

9

14

Duration

31 h

5 days

# of instances

2,540,044

2,830,743

# of normal instances

2,218,764

2,273,097

# of attack instances

321,283 (12.65%)

557,646 (19.70%)

Table 2.CICIDS2017 traffic instances.

Traffic

Original instances

NaN/Infinity

After clean-up

BENIGN

2,273,097

1,777

2,271,320

Bot

1,966

10

1,956

DDoS

128,027

2

128,025

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