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Image of DETEKSI TROJAN METASPLOIT REVERSE TCP PADA NETWORK TRAFFIC DENGAN METODE K-NEAREST NEIGHBOR

Skripsi

DETEKSI TROJAN METASPLOIT REVERSE TCP PADA NETWORK TRAFFIC DENGAN METODE K-NEAREST NEIGHBOR

Sintia, Nabila - Personal Name;

Penilaian

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Penilaian anda saat ini :  

Android is one of the most widely used operating systems. Android devices store various personal and sensitive information, which poses significant security risks. One of the major threats is the metasploit trojan using the reverse TCP technique, which allows attackers to remotely control the device. This study aims to detect the metasploit reverse TCP trojan in network traffic. The research utilizes the K-Nearest Neighbor (KNN) method for classification by determining the optimal number of nearest neighbors (k). The KNeighborsClassifier is used to build and train the model to detect patterns in the data. The results show that the K-Nearest Neighbor (KNN) method combined with feature selection using Recursive Feature Elimination (RFE) is effective in identifying relevant features. The use of KNN with RFE achieved an accuracy of 97.29%, which is higher than the model without feature selection, which only reached 95.66%, thus demonstrating improved performance in detecting Metasploit trojans. Keywords: Android, Trojan, Metasploit, Reverse, K-Nearest Neighbor


Availability
Inventory Code Barcode Call Number Location Status
2507003607T176404T1764042025Central Library (Reference)Available but not for loan - Not for Loan
Detail Information
Series Title
-
Call Number
T1764042025
Publisher
Indralaya : Prodi Sistem Komputer, Fakultas Ilmu Komputer Universitas Sriwijaya., 2025
Collation
xiv, 103 hlm.; ilus.; tab.; 29 cm.
Language
Indonesia
ISBN/ISSN
-
Classification
004.07
Content Type
Text
Media Type
-
Carrier Type
-
Edition
-
Subject(s)
Sistem komputer
Specific Detail Info
-
Statement of Responsibility
MI
Other version/related

No other version available

File Attachment
  • DETEKSI TROJAN METASPLOIT REVERSE TCP PADA NETWORK TRAFFIC DENGAN METODE K-NEAREST NEIGHBOR
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