Smart-Defender Dataset

Citation Author(s):: Francisco-Sales Lima-Filho (UFRN)
Submitted by:: Francisco Lima-Filho
Last updated:: Sun, 10/20/2019 - 19:48
DOI:: 10.21227/wke2-ch26
Data Format:: .csv
Links:: Smart Detection: An Online Approach for DoS/DDoS Attack Detection Using Machine…

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Categories:

Security

Keywords:

computer network defence

intrusion detection

DDoS

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Abstract

This work intend to identify characteristics in network traffic that are able to distinguish the normal network behavior from denial of service attacks. One way to classify anomalous traffic is the data analysis of the packets header. This dataset contains labeled examples of normal traffic (23.088 instances), TCP Flood attacks (14.988 instances), UDP Flood (6.894 instances), HTTP Flood (347 instances) and HTTP Slow (183 instances) distributed in 73 numeric variables.