1. A comprehensive analysis of various cyber attack datasets used for intrusion detection system.
- Author
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Kumari, Deepshikha, Sinha, Abhinav, Dutta, Sandip, and Pranav, Prashant
- Subjects
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CYBERTERRORISM , *MACHINE learning , *COMPUTER networks , *INTRUSION detection systems (Computer security) - Abstract
With the advancement of technology, computer network usage has significantly increased. Although everyone in today's world rely on the use of internet for the fulfillment of the day-to-day work Security issues are one of the concerns. Intrusion Detection System based on ML models are more structured and meticulous. In this paper we have discussed various datasets used in intrusion detection systems. i.e. (DARPA, KDD CUP 99, NSL-KDD, UNR-IDD, KYOTO, ADFA(LD), ADFA(WD) (Australian Defense Force Academy), CICIDS, LU-FLOW, UNSW-NB15, NF-UQ-NIDS-v2, etc.). Comparing UNSW-NB15 Machine learning models were used to Analyses the Dataset. The aim of this paper is to analysis all the datasets together to get the preformation of it. [ABSTRACT FROM AUTHOR]
- Published
- 2024
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