KLASIFIKASI PDF MALWARE PADA LAYANAN AGREGATOR NASIONAL (GARUDA) KEMDIKBUD DIKTI DENGAN METODE NAIVE BAYES CLASSIFIER

ARISTA, NATA and Stiawan, Deris and Afifah, Nurul (2023) KLASIFIKASI PDF MALWARE PADA LAYANAN AGREGATOR NASIONAL (GARUDA) KEMDIKBUD DIKTI DENGAN METODE NAIVE BAYES CLASSIFIER. Undergraduate thesis, Sriwijaya University.

	Text RAMA_56201_09011181823128.pdf - Accepted Version Restricted to Repository staff only Available under License Creative Commons Public Domain Dedication. Download (3MB) | Request a copy
	Text RAMA_56201_09011181823128_TURNITIN.pdf - Accepted Version Restricted to Repository staff only Available under License Creative Commons Public Domain Dedication. Download (7MB) | Request a copy
	Text RAMA_56201_09011181823128_0003047905_8958340022_01_front_ref.pdf - Accepted Version Available under License Creative Commons Public Domain Dedication. Download (894kB)
	Text RAMA_56201_09011181823128_0003047905_8958340022_02.pdf - Accepted Version Restricted to Repository staff only Available under License Creative Commons Public Domain Dedication. Download (683kB) | Request a copy
	Text RAMA_56201_09011181823128_0003047905_8958340022_03.pdf - Accepted Version Restricted to Repository staff only Available under License Creative Commons Public Domain Dedication. Download (1MB) | Request a copy
	Text RAMA_56201_09011181823128_0003047905_8958340022_04.pdf - Accepted Version Restricted to Repository staff only Available under License Creative Commons Public Domain Dedication. Download (1MB) | Request a copy
	Text RAMA_56201_09011181823128_0003047905_8958340022_05.pdf - Accepted Version Restricted to Repository staff only Available under License Creative Commons Public Domain Dedication. Download (151kB) | Request a copy
	Text RAMA_56201_09011181823128_0003047905_8958340022_06_ref.pdf - Bibliography Restricted to Repository staff only Available under License Creative Commons Public Domain Dedication. Download (281kB) | Request a copy
	Text RAMA_56201_09011181823128_0003047905_8958340022_07_lamp.pdf - Accepted Version Restricted to Repository staff only Available under License Creative Commons Public Domain Dedication. Download (840kB) | Request a copy

Abstract

Garba Rujukan Digital (GARUDA) merupakan salah satu e-library akademisi Indonesia yang memakai PDF sebagai ekstensi file. Dataset yang digunakan dalam penelitian ini berasal dari portal GARUDA dengan data sebanyak 10000 yang terdiri dari 9800 benign, 196 malicious html, dan enam malicious pdf. Dataset dianalisis menggunakan VirusTotal, PDF-parser dan PDFid. Proses klasifikasi dilakukan sebanyak tiga tahap menggunakan metode Gaussian Naive Bayes, yaitu: (i) klasifikasi pada dataset imbalance yang menghasilkan nilai akurasi sebesar 0,2280, (ii) klasifikasi dengan penambahan SMOTE untuk mengatasi dataset imbalance yang meghasilkan nilai akurasi sebesar 0,7361, (iii) klasifikasi dengan gabungan SMOTE dan Near Miss untuk mengatasi dataset imbalance yang menghasilkan nilai akurasi sebesar 0,9643, presisi 0,9640, recall 0,9675 dan f1score 0,9639. Kata Kunci : Klasifikasi, PDF Malware, VirusTotal, PDFid, Gaussian Naive Bayes, SMOTE, Near Miss.

Item Type:	Thesis (Undergraduate)
Uncontrolled Keywords:	Klasifikasi Malware, Naive Bayes Classifier, SMOTE, Near Miss
Subjects:	L Education > L Education (General) > L7-991 Education (General) Q Science > Q Science (General) > Q334-342 Computer science. Artificial intelligence. Algorithms. Robotics. Automation.
Divisions:	09-Faculty of Computer Science > 56201-Computer Systems (S1)
Depositing User:	Nata Arista
Date Deposited:	08 Aug 2023 06:50
Last Modified:	08 Aug 2023 06:50
URI:	http://repository.unsri.ac.id/id/eprint/125111

Actions (login required)

View Item