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NSS Mirai Dataset

Citation Author(s):
Kushan Sudheera Kalupahana Liyanage (National University of Singapore)
Dinil Mon Divakaran (Trustwave, Singapore)
Rhishi Pratap Singh (National University of Singapore)
Mohan Gurusamy (National University of Singapore)
Submitted by:
Kushan Kalupahana Liyanage
Last updated:
DOI:
10.21227/t970-nd64
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Abstract

This dataset is captured from a Mirai type botnet attack on an emulated IoT network in OpenStack. Detailed information on the dataset is depicted in the following work. Please cite it when you use this dataset for your research.

  • Kalupahana Liyanage Kushan Sudheera, Dinil Mon Divakaran, Rhishi Pratap Singh, and Mohan Gurusamy, "ADEPT: Detection and Identification of Correlated Attack-Stages in IoT Networks," in IEEE Internet of Things Journal.

Instructions:

  • NSS_Mirai_Dataset/dataset_1/for_fim/ : alerts coded into a FIM ready format (for both with subnet and without subnet cases)

  • NSS_Mirai_Dataset/dataset_1/gateways/ : alerts captured at the individual gateways in the FIM ready format (for both with subnet and without subnet cases)

  • NSS_Mirai_Dataset/dataset_1/raw_entries/ : raw alerts aggregated at the security manager

  • NSS_Mirai_Dataset/dataset_1/sampled_alerts/final_sampled_inputs.csv : all the alerts aggregated at the security manager in a single file

You can find a labeled dataset with details on experimental setup and classes in the following link. https://github.com/kaysudheera/NSS_Mirai_Dataset.git
Kushan Kalupah… Mon, 02/08/2021 - 11:51 Permalink