DETEKSI ANOMALY PDF MALWARE PADA AGREGATOR NASIONAL (GARUDA) KEMDIKBUD DIKTI DENGAN SUPPORT VECTOR MACHINE

OCTAVIANI, RANI and Stiawan, Deris and Septian, Tri Wanda (2022) DETEKSI ANOMALY PDF MALWARE PADA AGREGATOR NASIONAL (GARUDA) KEMDIKBUD DIKTI DENGAN SUPPORT VECTOR MACHINE. Undergraduate thesis, Sriwijaya University.

[thumbnail of RAMA_56201_09011281823047.pdf] Text
RAMA_56201_09011281823047.pdf - Accepted Version
Restricted to Repository staff only
Available under License Creative Commons Public Domain Dedication.

Download (2MB) | Request a copy
[thumbnail of RAMA_56201_09011281823047_TURNITIN.pdf] Text
RAMA_56201_09011281823047_TURNITIN.pdf - Accepted Version
Restricted to Repository staff only
Available under License Creative Commons Public Domain Dedication.

Download (4MB) | Request a copy
[thumbnail of RAMA_56201_09011281823047_0003047905_0022018703_01_font_ref.pdf]
Preview
Text
RAMA_56201_09011281823047_0003047905_0022018703_01_font_ref.pdf - Accepted Version
Available under License Creative Commons Public Domain Dedication.

Download (1MB) | Preview
[thumbnail of RAMA_56201_09011281823047_0003047905_0022018703_02.pdf] Text
RAMA_56201_09011281823047_0003047905_0022018703_02.pdf - Accepted Version
Restricted to Repository staff only
Available under License Creative Commons Public Domain Dedication.

Download (302kB) | Request a copy
[thumbnail of RAMA_56201_09011281823047_0003047905_0022018703_03.pdf] Text
RAMA_56201_09011281823047_0003047905_0022018703_03.pdf - Accepted Version
Restricted to Repository staff only
Available under License Creative Commons Public Domain Dedication.

Download (337kB) | Request a copy
[thumbnail of RAMA_56201_09011281823047_0003047905_0022018703_04.pdf] Text
RAMA_56201_09011281823047_0003047905_0022018703_04.pdf - Accepted Version
Restricted to Repository staff only
Available under License Creative Commons Public Domain Dedication.

Download (471kB) | Request a copy
[thumbnail of RAMA_56201_09011281823047_0003047905_0022018703_05.pdf] Text
RAMA_56201_09011281823047_0003047905_0022018703_05.pdf - Accepted Version
Restricted to Repository staff only
Available under License Creative Commons Public Domain Dedication.

Download (79kB) | Request a copy
[thumbnail of RAMA_56201_09011281823047_0003047905_0022018703_06_ref.pdf] Text
RAMA_56201_09011281823047_0003047905_0022018703_06_ref.pdf - Bibliography
Restricted to Repository staff only
Available under License Creative Commons Public Domain Dedication.

Download (156kB) | Request a copy
[thumbnail of RAMA_56201_09011281823047_0003047905_0022018703_07_lamp.pdf] Text
RAMA_56201_09011281823047_0003047905_0022018703_07_lamp.pdf - Accepted Version
Restricted to Repository staff only
Available under License Creative Commons Public Domain Dedication.

Download (513kB) | Request a copy

Abstract

Garba Rujukan Digital (GARUDA) is a repository for articles in PDF files, All PDF files have metadata that can be used by hackers so that PDF files become PDF Malware. In the metadata of PDF Malware there are encrypting code that is used by hackers to run malware. Therefore, the focus of this research is the detection of anomalies from PDF Malware based on metadata obtained from the extraction using PDFiD, then it is used as a feature for the multiclass classification process, namely PDF Benign, PDF-html, and PDF-Malware using Support Vector Machines. The results of the classification with the RBF kernel obtained a precision value of 88.67%, recall of 87%, F-1 Score of 86.67% and 87% accuracy and Support Vector Machine with Polynomial kernel obtained a precision value of 83%, recall of 80%, F1 -Score of 78.3% and accuracy of 80%.

Item Type: Thesis (Undergraduate)
Uncontrolled Keywords: PDF Malware, PDFiD, Multiclass, Support Vector Machine
Subjects: Q Science > Q Science (General) > Q334-342 Computer science. Artificial intelligence. Algorithms. Robotics. Automation.
T Technology > TJ Mechanical engineering and machinery > TJ1-1570 Mechanical engineering and machinery
Divisions: 09-Faculty of Computer Science > 56201-Computer Systems (S1)
Depositing User: Rani Octaviani
Date Deposited: 15 Aug 2022 08:18
Last Modified: 15 Aug 2022 08:18
URI: http://repository.unsri.ac.id/id/eprint/77262

Actions (login required)

View Item View Item