Light gradient boosting machine with optimized hyperparameters for identification of malicious access in IoT network

Light gradient boosting machine with optimized hyperparameters for identification of malicious access in IoT network

In this paper, an advanced and optimized Light Gradient Boosting Machine (LGBM) technique is proposed to identify the intrusive activities in the Internet of Things (IoT) network. The followings are the major contributions: i) An optimized LGBM model has been developed for the identification of mali...

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Bibliographic Details
Main Authors: Debasmita Mishra, Bighnaraj Naik, Janmenjoy Nayak, Alireza Souri, Pandit Byomakesha Dash, S. Vimal
Format: Article
Language:English
Published: KeAi Communications Co., Ltd. 2023-02-01
Series:Digital Communications and Networks
Subjects:
IoT security
Ensemble method
Light gradient boosting machine
Machine learning
Intrusion detection
Online Access:http://www.sciencedirect.com/science/article/pii/S2352864822002139

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http://www.sciencedirect.com/science/article/pii/S2352864822002139

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