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Exterminator The World without Malware

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Slide 1

ExterminatorThe World without Malware

Opportunity!Malware damage costs businesses worldwide over $13.3 billion annually. An analyst needs 20 to 30 minutes to manually inspect a new malware sample. The current approach is clearly not keeping up with the increase in malware counts.

Weaknesses of Commercial Tools

DetectionClassificationSignature Extraction Requires human analysts Brittle and easy to circumvent by code obfuscation

Exterminator automates the entire process, and is robust in the presence of code obfuscation.

Exterminator

Exterminator:Automatic malware detection and classification

malwareAnswers to two questions:Is it malware?What type of malware?

goodware

Research Prototype ResultsAchieves 80% accuracy on detecting polymorphic malwareVery crude preliminary research prototypeCurrent refinement work will push accuracy much furtherClassifies previously unseen malware samples into families with high certainty

Malware Classification


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A Survey of Malware Detection Techniques · 2017-03-29 · through the manifested malware detection technique(s), and serves as an empirical means of evaluating malware detection

DETECTION AND CLASSIFICATION OF …shxu/Moustafa-PhD-Dissertation.pdfDETECTION AND CLASSIFICATION OF OBFUSCATED MALWARE by MOUSTAFA E. SALEH, M.SC., DISSERTATION Presented to the Graduate

Classification (and Detection) of Metamorphic Malware

Malware Classification Project

Malware Classification And Detection

Towards Classification of Polymorphic Malware

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Collective classification for unknown malware detection - SECRYPT 2011

DETECTION AND CLASSIFICATION OF OBFUSCATED MALWARE Moustafa Saleh.pdf · DETECTION AND CLASSIFICATION OF OBFUSCATED MALWARE Moustafa E. Saleh, M.Sc., The University of Texas at San

Computer Virology and Mobile Malware Detection · 2019-03-14 · Outline •Introduction •Computer Virology • Malware taxonomy • Encrypted malware •Malware Detection •Mobile

Analyzing Malware Detection Efficiency with Multiple Anti-Malware Programs

Malware Detection API - Qualys · Chapter 2 MD API Search malware ... 21 Current malware detection count ... Using the Qualys Malware Detection (MD) API, third parties can integrate

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Improving accuracy of malware detection by …...FFRI, Inc. Background – malware and its detection 4 Increasing malware Targeted Attack (Unknown malware) Malware generators Obfuscators

ACDM approche detection malware

Malware Labs : Unknown Malware Advanced Detection · Next generation anti-virus, malware tracking, threat hunting, behavioral analysis, endpoint detection, sandboxing, machine learning,

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On detection methods and analysis of malware › ~async › CCIS › talk_12 › VirusDetectionMethods.pdfOn detection methods and analysis of malware 1. A quick tour of Malware detection

Behavior Classification based Self-learning Mobile … · Behavior Classification based Self-learning Mobile Malware Detection ... simulation results showed that those Naïve

Intrusion Detection and Malware Analysis - Malware analysis · Intrusion Detection and Malware Analysis Malware analysis Pavel Laskov Wilhelm Schickard Institute for Computer Science

Android Malware Detection and Malware Behavior Analysis ... 2019...based on machine learning classification algorithm, to realize the security model of static detection and dynamic

Malware detection with OSSEC @santiagobassett. Setting up a malware lab Collection Analysis Detection @santiagobassett

Script-based malware detection in Online Banking · PDF file · 2015-06-08Script-based malware detection in online banking – security overview ... Script-based malware detection

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Intrusion Detection and Malware Analysis - Malware collection134.2.173.140/lehre/ws10/ids-malware/12-malware-collection.pdf · Intrusion Detection and Malware Analysis Malware collection

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Detection of APT Malware through External and … of APT Malware through External and Internal Network Tra c ... ’Detection of APT Malware through External and ... 1.3.1 Detection