This repository offers a labelled version of the ADFA-LD dataset for HIDS evaluation.

ADFA-LD dataset provides a contemporary Linux dataset for evaluation by traditional HIDS. Details of the dataset are contained in the following papers and thesis, which should be cited by academics using this dataset:

[1] G. Creech and J. Hu. A Semantic Approach to Host-based Intrusion Detection Systems Using Contiguous and Discontiguous System Call Patterns. Computers, IEEE Transactions on, PP(99):11, 2013.

[2] G. Creech and J. Hu. Generation of a new IDS test dataset: Time to retire the KDD collection. In Wireless Communications and Networking Conference (WCNC), 2013 IEEE, pages 44874492, 2013.

[3] G. Creech. Developing a high-accuracy cross platform Host-Based Intrusion Detection System capable of reliably detecting zero-day attacks, 2014

The dataset introduction article (in Chinese):https://www.zuozuovera.com/archives/918/

Someone kindly reminds me that ADFA-LD+Syscall+List.txt doesn't exist in the official downloadlink. Actually, it is from this post . I download it and packaged them together in this repository.

Hoping this repository can be helpful for you and your research. :D