[PDF] Man-machine partial program analysis for malware detection


Download Man-machine partial program analysis for malware detection complete Project Report.

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Man-machine partial program analysis for malware detection

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Abstract:

With the meteoric rise in popularity of the Android platform, there is an urgent need to combat the accompanying proliferation of malware. Existing work addresses the area of consumer malware detection, but cannot detect novel, sophisticated, domain-specic malware that is targeted specically at one aspect of an organization (eg. ground operations of the US Military). Adversaries can exploit domain knowledge to camoauge malice within the legitimate behaviors of an app and behind a domain-specic trigger, rendering traditional approaches such as signature-matching, machine learning, and dynamic monitoring ineective. Manual code inspections are also inadequate, scaling poorly and introducing human error. Yet, there is a dire need to detect this kind of malware before it causes catastrophic loss of life and property.

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