Ensemble based categorization and adaptive model for malware detection

Malware, a term which was derived from two words; malicious software has caused many problem to the computer users throughout the world. Previously was known as many names; trojan, virus, worms, dialers and many others, thid potientially unwanted software simply labeled as malware. Malware is a...

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Main Authors: Ahmad Zabidi, Muhammad Najmi, Maarof, Mohd Aizaini, Zainal, Anazida
Format: Article
Language:English
Published: 2011
Subjects:
Online Access:http://irep.iium.edu.my/15860/
http://irep.iium.edu.my/15860/
http://irep.iium.edu.my/15860/1/Ensemble_Based_Categorization_and_Adaptive_Model_for_Malware_Detection.pdf
id iium-15860
recordtype eprints
spelling iium-158602012-07-26T01:49:46Z http://irep.iium.edu.my/15860/ Ensemble based categorization and adaptive model for malware detection Ahmad Zabidi, Muhammad Najmi Maarof, Mohd Aizaini Zainal, Anazida QA75 Electronic computers. Computer science Malware, a term which was derived from two words; malicious software has caused many problem to the computer users throughout the world. Previously was known as many names; trojan, virus, worms, dialers and many others, thid potientially unwanted software simply labeled as malware. Malware is a software, which works as any other benigh software, but was designed to accomplish the goal of its writers. It was written to exploit the vulnerability of the target victim’s operating system or application. Previously was a primitive and easy to detect, it evolves to a sophisticated and professionally written piece of software. Current malware detection method involved string search algorithm which based on the pattern detection. This may include the use of signature based method. In this paper, we propose an ensemble categorization by using ensemble classification and clustering together with adaptive learning model. 2011-12 Article PeerReviewed application/pdf en http://irep.iium.edu.my/15860/1/Ensemble_Based_Categorization_and_Adaptive_Model_for_Malware_Detection.pdf Ahmad Zabidi, Muhammad Najmi and Maarof, Mohd Aizaini and Zainal, Anazida (2011) Ensemble based categorization and adaptive model for malware detection. 2011 7th International Conference on Information Assurance and Security (IAS), 978-1-. pp. 80-85. http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=6122799&tag=1
repository_type Digital Repository
institution_category Local University
institution International Islamic University Malaysia
building IIUM Repository
collection Online Access
language English
topic QA75 Electronic computers. Computer science
spellingShingle QA75 Electronic computers. Computer science
Ahmad Zabidi, Muhammad Najmi
Maarof, Mohd Aizaini
Zainal, Anazida
Ensemble based categorization and adaptive model for malware detection
description Malware, a term which was derived from two words; malicious software has caused many problem to the computer users throughout the world. Previously was known as many names; trojan, virus, worms, dialers and many others, thid potientially unwanted software simply labeled as malware. Malware is a software, which works as any other benigh software, but was designed to accomplish the goal of its writers. It was written to exploit the vulnerability of the target victim’s operating system or application. Previously was a primitive and easy to detect, it evolves to a sophisticated and professionally written piece of software. Current malware detection method involved string search algorithm which based on the pattern detection. This may include the use of signature based method. In this paper, we propose an ensemble categorization by using ensemble classification and clustering together with adaptive learning model.
format Article
author Ahmad Zabidi, Muhammad Najmi
Maarof, Mohd Aizaini
Zainal, Anazida
author_facet Ahmad Zabidi, Muhammad Najmi
Maarof, Mohd Aizaini
Zainal, Anazida
author_sort Ahmad Zabidi, Muhammad Najmi
title Ensemble based categorization and adaptive model for malware detection
title_short Ensemble based categorization and adaptive model for malware detection
title_full Ensemble based categorization and adaptive model for malware detection
title_fullStr Ensemble based categorization and adaptive model for malware detection
title_full_unstemmed Ensemble based categorization and adaptive model for malware detection
title_sort ensemble based categorization and adaptive model for malware detection
publishDate 2011
url http://irep.iium.edu.my/15860/
http://irep.iium.edu.my/15860/
http://irep.iium.edu.my/15860/1/Ensemble_Based_Categorization_and_Adaptive_Model_for_Malware_Detection.pdf
first_indexed 2023-09-18T20:24:45Z
last_indexed 2023-09-18T20:24:45Z
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