TY - GEN
T1 - An Efficient ML-Based Model for Network Intrusion Detection System
AU - Sinha, Priyanshu
AU - Prakash, Shiv
AU - Jha, Sudhanshu Kumar
AU - Rathore, Vandana
AU - Yang, Tiansheng
AU - Rathore, Rajkumar Singh
AU - Singh, Abhishek
AU - Mishra, Rahul
N1 - Publisher Copyright:
© 2024 IEEE.
PY - 2025/1/17
Y1 - 2025/1/17
N2 - In the modern era, cyber-security is a solution to protect systems, networks, and programs from different attacks. A network intrusion detection system (NIDS) is a secure system that analyses vulnerabilities and security attacks in cyberspace which is used to find malicious activity. Machine Learning (ML) techniques are frequently used to solve anomaly-related problems. Therefore, a data-driven machine learning model is proposed to detect the issues related to NIDS through the benchmark dataset. The study's results depict that the proposed model outperforms the contemporary model.
AB - In the modern era, cyber-security is a solution to protect systems, networks, and programs from different attacks. A network intrusion detection system (NIDS) is a secure system that analyses vulnerabilities and security attacks in cyberspace which is used to find malicious activity. Machine Learning (ML) techniques are frequently used to solve anomaly-related problems. Therefore, a data-driven machine learning model is proposed to detect the issues related to NIDS through the benchmark dataset. The study's results depict that the proposed model outperforms the contemporary model.
KW - Applications
KW - Machine Learning (ML)
KW - NIDS
KW - SMOTE
KW - WSN Security
KW - Wireless Sensor Networks (WSN)
UR - http://www.scopus.com/inward/record.url?scp=85217256875&partnerID=8YFLogxK
U2 - 10.1109/dasa63652.2024.10836316
DO - 10.1109/dasa63652.2024.10836316
M3 - Conference contribution
SN - 979-8-3503-6911-3
T3 - 2024 International Conference on Decision Aid Sciences and Applications (DASA)
SP - 1
EP - 5
BT - 2024 International Conference on Decision Aid Sciences and Applications (DASA)
PB - Institute of Electrical and Electronics Engineers (IEEE)
T2 - 2024 International Conference on Decision Aid Sciences and Applications (DASA)
Y2 - 11 December 2024 through 12 December 2024
ER -