OLGBM: Optuna Optimized Light Gradient Boosting Machine for Intrusion Detection

Md. Mashrur Arifin,Md Abdul Based,Khondoker Mirazul Mumenin, Ali Imran,Mohammad Abdul Azim,Zulfikar Alom,Md. Abdul Awal

2021 International Conference on Computer, Communication, Chemical, Materials and Electronic Engineering (IC4ME2)（2021）

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摘要

Network technology has been evolved exponentially in the past few decades. At the same time, gazillions of network intrusion incidents are continuously forming cyberspace a shocking vulnerable domain to explore for the personnel from armature to the professionals. Consequently, networks mostly become botnet when there are no Intrusion Detection Systems (IDS) deployed. A smart and efficient intrusi...

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关键词

Anomaly detection,Feature selection,Optuna,LGBM,Machine learning,Intrusion detection

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