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Malware Propagation in Large-Scale Networks
Abstract:
Malware is pervasive in networks, and poses a critical threat to network
security. However, we have very limited understanding of malware
behavior in networks to date. In this paper, we investigate how malware
propagate in networks from a global perspective. We formulate the
problem, and establish a rigorous two layer epidemic model for malware
propagation from network to network. Based on the proposed model, our
analysis indicates that the distribution of a given malware follows
exponential distribution, power law distribution with a short exponential
tail, and power law distribution at its early, late and final stages,
respectively. Extensive experiments have been performed through two
real-world global scale malware data sets, and the results confirm our
theoretical findings.
Existing System:
Malware are malicious software programs deployed by cyber attackers to
compromise computer systems by exploiting their security vulnerabilities.
Motivated by extraordinary financial or political rewards, malware owners
are exhausting their energy to compromise as many networked computers
as they can in order to achieve their malicious goals. A compromised
computer is called a bot, and all bots compromised by a malware form a
botnet. Botnets have become the attack engine of cyber attackers, and they
pose critical challenges to cyber defenders. In order to fight against cyber
criminals, it is important for defenders to understand malware behavior,
such as propagation or membership recruitment patterns, the size of
botnets, and distribution of bots.
Proposed System:
We propose a two layer malware propagation model to describe the
development of a given malware at the Internet level. Compared with he
existing single layer epidemic models, the proposed model represents
malware propagation better in large scale networks.
We find the malware distribution in terms of networks varies from
exponential to power law with a short exponential tail, and to power law
distribution at its early, late, and final stage, respectively. These findings
are firstly theoretically proved based on the proposed model, and then
confirmed by the experiments through the two large-scale real-world data
sets.
Hardware Requirements:
• System : Pentium IV 2.4 GHz.
• Hard Disk : 40 GB.
• Floppy Drive : 1.44 Mb.
• Monitor : 15 VGA Colour.
• Mouse : Logitech.
• RAM : 256 Mb.
Software Requirements:
• Operating system : - Windows XP.
• Front End : - JSP
• Back End : - SQL Server
Software Requirements:
• Operating system : - Windows XP.
• Front End : - .Net
• Back End : - SQL Server

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Malware propagation in large scale networks

  • 1. Malware Propagation in Large-Scale Networks Abstract: Malware is pervasive in networks, and poses a critical threat to network security. However, we have very limited understanding of malware behavior in networks to date. In this paper, we investigate how malware propagate in networks from a global perspective. We formulate the problem, and establish a rigorous two layer epidemic model for malware propagation from network to network. Based on the proposed model, our analysis indicates that the distribution of a given malware follows exponential distribution, power law distribution with a short exponential tail, and power law distribution at its early, late and final stages, respectively. Extensive experiments have been performed through two real-world global scale malware data sets, and the results confirm our theoretical findings. Existing System: Malware are malicious software programs deployed by cyber attackers to compromise computer systems by exploiting their security vulnerabilities.
  • 2. Motivated by extraordinary financial or political rewards, malware owners are exhausting their energy to compromise as many networked computers as they can in order to achieve their malicious goals. A compromised computer is called a bot, and all bots compromised by a malware form a botnet. Botnets have become the attack engine of cyber attackers, and they pose critical challenges to cyber defenders. In order to fight against cyber criminals, it is important for defenders to understand malware behavior, such as propagation or membership recruitment patterns, the size of botnets, and distribution of bots. Proposed System: We propose a two layer malware propagation model to describe the development of a given malware at the Internet level. Compared with he existing single layer epidemic models, the proposed model represents malware propagation better in large scale networks. We find the malware distribution in terms of networks varies from exponential to power law with a short exponential tail, and to power law distribution at its early, late, and final stage, respectively. These findings are firstly theoretically proved based on the proposed model, and then confirmed by the experiments through the two large-scale real-world data sets. Hardware Requirements: • System : Pentium IV 2.4 GHz. • Hard Disk : 40 GB. • Floppy Drive : 1.44 Mb.
  • 3. • Monitor : 15 VGA Colour. • Mouse : Logitech. • RAM : 256 Mb. Software Requirements: • Operating system : - Windows XP. • Front End : - JSP • Back End : - SQL Server Software Requirements: • Operating system : - Windows XP. • Front End : - .Net • Back End : - SQL Server