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63184

Anomaly Intrusion Detection Based on PCA

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Last updated: 25 Dec 2024

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Abstract

This paper proposes an anomaly intrusion detection approach
based on the Principal Component Analysis (PCA) model and
selecting different numbers of effective features, from the
dataset in the presence of several types of attacks. Several
attacks have been considered such as Denial of Service (DoS),
Probing (Prob), Remote to Local (R2L), and User to Root
(U2R) attack. Simulation results conclude that more accuracy
of detection and less false alarms are obtained, in spite of
reducing the number of selected features, and subsequently
reducing complexity.

DOI

10.21608/mjeer.2018.63184

Authors

First Name

Rania A.

Last Name

Ghazy

MiddleName

-

Affiliation

Dept. of Electronics and Electrical Communications, Faculty of Electronic Engineering, Minufiya University.

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First Name

El-Sayed M.

Last Name

Khedr

MiddleName

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Affiliation

Dept. of Electronics and Electrical Communications, Faculty of Electronic Engineering, Minufiya University.

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Orcid

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First Name

Moawad I.

Last Name

Dessouky

MiddleName

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Affiliation

Dept. of Electronics and Electrical Communications, Faculty of Electronic Engineering, Minufiya University.

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Orcid

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First Name

Nawal A.

Last Name

ElFishawy

MiddleName

-

Affiliation

Department of Computer Science and Engineering, Faculty of Electronic Engineering, Menoufia

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Orcid

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First Name

Fathi E.

Last Name

Abd El-Samie

MiddleName

-

Affiliation

Dept. of Electronics and Electrical Communications, Faculty of Electronic Engineering, Minufiya University.

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Volume

27

Article Issue

2

Related Issue

9505

Issue Date

2018-07-01

Receive Date

2019-12-01

Publish Date

2018-07-01

Page Start

141

Page End

150

Print ISSN

1687-1189

Online ISSN

2682-3535

Link

https://mjeer.journals.ekb.eg/article_63184.html

Detail API

https://mjeer.journals.ekb.eg/service?article_code=63184

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6

Type

Original Article

Type Code

1,088

Publication Type

Journal

Publication Title

Menoufia Journal of Electronic Engineering Research

Publication Link

https://mjeer.journals.ekb.eg/

MainTitle

Anomaly Intrusion Detection Based on PCA

Details

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Article

Created At

22 Jan 2023