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The intrusion detection modle utilizing LE and modified PSO-BP

机译:利用LE和修改的PSO-BP的入侵检测调制

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We are in a Internet+ Era, intrusion detection(ID) and applications are paid much attention because people have higher demand to level of information security. ID is a recognition process to attempted, generating and generated intrusions. Traditional ID haven't achieved promising effect owing to varieties of attacks from hacks, so intelligent ID are utilized more and more widerly. This paper come up with a Novel intelligent ID model called LE-MPSO-BP by combining LE(Laplacian Eigenmaps) and MPSO-BP(Modified PSO-BP). Aiming at KDD CUP99, we can do stimulating experiments to prove that this model has relatively better detection rate and faster velocity and some generalization ability, compared with some recent two-years related modified ID models.
机译:我们处于互联网+时代,入侵检测(ID)和应用程序得到了很多关注,因为人们对信息安全级别的需求较高。 ID是尝试,生成和生成入侵的识别过程。由于Hacks的攻击品种,传统ID没有取得有希望的效果,因此智能ID越来越宽泛地利用。本文通过组合LE(Laplacian EIGENMAPS)和MPSO-BP(改进的PSO-BP),提出了一种名为LE-MPSO-BP的新颖智能ID模型。针对KDD Cup99,我们可以进行刺激实验,证明该模型具有相对更好的检测率和更快的速度和一些泛化能力,与最近的两年相关修改的ID模型相比。

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