Behavioral Malware Detection by Data Mining

Language: English

Published by LAP LAMBERT Academic Publishing Okt 2018, 2018

6139923069 / 9786139923069

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This item is printed on demand - Print on Demand Titel. Neuware -Malware cases are increasing both in numbers and fatality. Hackers design malware to compromise systems security mostly confidentiality, integrity, and availability. Malware elimination techniques exist but the malware must be detected first. Malware detection techniques still have weaknesses of high false positive/negatives rates. The emergency of polymorphic malware has made the situation worse. Recent studies have shown data mining to be promising in identifying malware by analyzing API calls. However, in this approach, a file is detected as malicious or not. It is not classified on to which malware class it belongs. This makes its elimination harder as elimination schemes are mostly class based. Classification as a post detection process is important if the malware is to be eliminated from the system. We experiment on the use of data mining approach to classify malware using 4-gram API system calls. We use Windows Portable Executables (PE) with their corresponding API calls. Using the Cuckoo sandbox. Relevant 4-gram API call features are extracted using Term Frequency-Inverse Document Frequency(TF-IDF). Machine Learning algorithms are then applied to classify the malware.VDM Verlag, Dudweiler Landstraße 99, 66123 Saarbrücken 96 pp. Englisch.…

Seller Inventory # 9786139923069

Title
Behavioral Malware Detection by Data Mining
Author
Allan Ninyesiga
Publisher
LAP LAMBERT Academic Publishing Okt 2018
Publication year
2018
Condition
Neu
Binding
Taschenbuch
Language
English
ISBN 10
6139923069
ISBN 13
9786139923069
Item weight
161 grams
Dimensions
220x150x7 mm

buchversandmimpf2000

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