This BSc Thesis was performed during a study stay at the Universita della Svizzera italiana, Swiss. This thesis describes the implementation of a classification tool for detection of unknown malware based on their behaviour which could replace current solution, based on manually chosen attributes'scores and a threshold. The database used for training and testing was provided by AVG Technologies company, which specializes in antivirus and security systems. Five different classifiers were compared in order to find the best one for implementation: Naive Bayes, a decision tree, RandomForrest, a neural net and a support vector machine. After series of experiments, the Naive Bayes classifier was selected. The implemented application covers all ne...
Malware detection is an important factor in the security of the computer systems. However, currently...
We describe the use of machine learning and data mining to detect and classify malicious executables...
Malware is a software designed to disrupt or even damage computer system or do other unwanted action...
In the Internet age, malware poses a serious threat to information security. Many studies have been ...
Malware is a software designed to disrupt or even damage computer system or do other unwanted action...
Malware is one of the top most obstructions for expansion and growth of digital acceptance among the...
This research study mainly focused on the dynamic malware detection. Malware progressively changes, ...
To ensure the protection of information processed by computer systems is currently the most importan...
Malware or malicious software is one of the major threats in the internet today and there are thousa...
Context: In today's society virus makers have a large set of obfuscation tools to avoid classic sign...
In the Internet age, malicious software (malware) represents a serious threat to the security of inf...
Malicious software is overflowing in a world of countless computer users, who are continuously faced...
The ubiquitous advance of technology has been conducive to the proliferation of cyber threats, resul...
Shafiq et al. (2009a) propose a non–signature-based technique for detecting malware which applies da...
This project aims to present the functionality and accuracy of five different machine learning algor...
Malware detection is an important factor in the security of the computer systems. However, currently...
We describe the use of machine learning and data mining to detect and classify malicious executables...
Malware is a software designed to disrupt or even damage computer system or do other unwanted action...
In the Internet age, malware poses a serious threat to information security. Many studies have been ...
Malware is a software designed to disrupt or even damage computer system or do other unwanted action...
Malware is one of the top most obstructions for expansion and growth of digital acceptance among the...
This research study mainly focused on the dynamic malware detection. Malware progressively changes, ...
To ensure the protection of information processed by computer systems is currently the most importan...
Malware or malicious software is one of the major threats in the internet today and there are thousa...
Context: In today's society virus makers have a large set of obfuscation tools to avoid classic sign...
In the Internet age, malicious software (malware) represents a serious threat to the security of inf...
Malicious software is overflowing in a world of countless computer users, who are continuously faced...
The ubiquitous advance of technology has been conducive to the proliferation of cyber threats, resul...
Shafiq et al. (2009a) propose a non–signature-based technique for detecting malware which applies da...
This project aims to present the functionality and accuracy of five different machine learning algor...
Malware detection is an important factor in the security of the computer systems. However, currently...
We describe the use of machine learning and data mining to detect and classify malicious executables...
Malware is a software designed to disrupt or even damage computer system or do other unwanted action...