Intrusion detection system combined enhanced random forest with SMOTE algorithm

Intrusion detection system combined enhanced random forest with SMOTE algorithm

Abstract Network security is subject to malicious attacks from multiple sources, and intrusion detection systems play a key role in maintaining network security. During the training of intrusion detection models, the detection results generally have relatively large false detection rates due to the...

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Bibliographic Details
Main Authors: Tao Wu, Honghui Fan, Hongjin Zhu, Congzhe You, Hongyan Zhou, Xianzhen Huang
Format: Article
Language:English
Published: SpringerOpen 2022-05-01
Series:EURASIP Journal on Advances in Signal Processing
Subjects:
Network intrusion detection
Data imbalance
SMOTE algorithm
Enhanced random forest
Similarity
NSL-KDD
Online Access:https://doi.org/10.1186/s13634-022-00871-6

Internet

https://doi.org/10.1186/s13634-022-00871-6

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