On Partitional Clustering of Malware

Renato Cordeiro De Amorim; Peter Komisarczuk

On Partitional Clustering of Malware

Renato Cordeiro De Amorim, Peter Komisarczuk

Research output: Contribution to conference › Paper › peer-review

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Abstract

In this paper we fully describe a novel clustering method for malware, from the transformation of data into a manipulable standardised data matrix, finding the number of clusters until the clustering itself including visualisation of the high-dimensional data. Our clustering method deals well with categorical data and clusters the behavioural data of 17,000 websites, acquired with Capture-HPC, in less than 2 minutes

Original language	English
Pages	47-51
Publication status	Published - Jul 2012
Event	1st Int Workshop on Cyberpatterns: Unifying Design Patterns with Security, Attack and Forensic Patterns - Abingdon, United Kingdom Duration: 9 Jul 2012 → 10 Jul 2012

Workshop

Workshop	1st Int Workshop on Cyberpatterns: Unifying Design Patterns with Security, Attack and Forensic Patterns
Country/Territory	United Kingdom
City	Abingdon
Period	9/07/12 → 10/07/12

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title = "On Partitional Clustering of Malware",

abstract = "In this paper we fully describe a novel clustering method for malware, from the transformation of data into a manipulable standardised data matrix, finding the number of clusters until the clustering itself including visualisation of the high-dimensional data. Our clustering method deals well with categorical data and clusters the behavioural data of 17,000 websites, acquired with Capture-HPC, in less than 2 minutes",

author = "{Cordeiro De Amorim}, Renato and Peter Komisarczuk",

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AU - Cordeiro De Amorim, Renato

AU - Komisarczuk, Peter

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AB - In this paper we fully describe a novel clustering method for malware, from the transformation of data into a manipulable standardised data matrix, finding the number of clusters until the clustering itself including visualisation of the high-dimensional data. Our clustering method deals well with categorical data and clusters the behavioural data of 17,000 websites, acquired with Capture-HPC, in less than 2 minutes

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T2 - 1st Int Workshop on Cyberpatterns: Unifying Design Patterns with Security, Attack and Forensic Patterns

Y2 - 9 July 2012 through 10 July 2012

ER -

On Partitional Clustering of Malware

Abstract

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