Mostrar el registro sencillo del ítem
dc.contributor.author
García, Sebastián
dc.contributor.author
Zunino Suarez, Alejandro Octavio
dc.contributor.author
Campo, Marcelo Ricardo
dc.contributor.other
Gupta, Manish
dc.date.available
2021-05-08T01:57:13Z
dc.date.issued
2015
dc.identifier.citation
García, Sebastián; Zunino Suarez, Alejandro Octavio; Campo, Marcelo Ricardo; Detecting botnet traffic from a single host; IGI Publishing; 2015; 426-446
dc.identifier.isbn
978-1-4666-7381-6
dc.identifier.uri
http://hdl.handle.net/11336/131721
dc.description.abstract
The detection of bots and botnets in the network may be improved if the analysis is done on the traffic of one bot alone. While a botnet may be detected by correlating the behavior of several bots in a large amount of traffic, one bot alone can be detected by analyzing its unique trends in less traffic. The algorithms to differentiate the traffic of one bot from the normal traffic of one computer may take advantage of these differences. The authors propose to detect bots in the network by analyzing the relationships between flow features in a time window. The technique is based on the Expectation-Maximization clustering algorithm. To verify the method they designed test-beds and obtained a dataset of six different captures. The results are encouraging, showing a true positive error rate of 99.08% with a false positive error rate of 0.7%.
dc.format
application/pdf
dc.language.iso
eng
dc.publisher
IGI Publishing
dc.rights
info:eu-repo/semantics/restrictedAccess
dc.rights.uri
https://creativecommons.org/licenses/by-nc-sa/2.5/ar/
dc.subject
Malware
dc.subject
Botnets
dc.subject
Unsupervised Machine Learning
dc.subject
Cumputer Security
dc.subject.classification
Ciencias de la Computación
dc.subject.classification
Ciencias de la Computación e Información
dc.subject.classification
CIENCIAS NATURALES Y EXACTAS
dc.title
Detecting botnet traffic from a single host
dc.type
info:eu-repo/semantics/publishedVersion
dc.type
info:eu-repo/semantics/bookPart
dc.type
info:ar-repo/semantics/parte de libro
dc.date.updated
2021-01-27T20:22:12Z
dc.journal.pagination
426-446
dc.journal.pais
Estados Unidos
dc.description.fil
Fil: García, Sebastián. Universidad Nacional del Centro de la Provincia de Buenos Aires; Argentina. Czech Technical University; República Checa. Consejo Nacional de Investigaciones Científicas y Técnicas; Argentina
dc.description.fil
Fil: Zunino Suarez, Alejandro Octavio. Universidad Nacional del Centro de la Provincia de Buenos Aires; Argentina. Consejo Nacional de Investigaciones Científicas y Técnicas; Argentina
dc.description.fil
Fil: Campo, Marcelo Ricardo. Universidad Nacional del Centro de la Provincia de Buenos Aires; Argentina. Consejo Nacional de Investigaciones Científicas y Técnicas; Argentina
dc.relation.alternativeid
info:eu-repo/semantics/altIdentifier/doi/http://dx.doi.org/10.4018/978-1-4666-7381-6.ch019
dc.relation.alternativeid
info:eu-repo/semantics/altIdentifier/url/https://www.igi-global.com/gateway/chapter/123544
dc.conicet.paginas
507
dc.source.titulo
Handbook of research on emerging developments in data privacy
dc.conicet.nroedicion
1ra
Archivos asociados