2024-03-28T14:58:55Zhttps://riubu.ubu.es/oai/requestoai:riubu.ubu.es:10259/72522023-01-18T01:05:24Zcom_10259_3847com_10259_5086com_10259_2604col_10259_3848
Vega Vega, Rafael Alejandro
b2614eb6-35c7-470d-8b77-ce348cba3477
600
Quintián, Héctor
24df8f20-cf82-40f8-a3bc-a762add5e4b4
600
Calvo-Rolle, José Luis
2fa3782f-36e0-43f7-8aa1-68eadc78465c
600
Herrero Cosío, Álvaro
283
600
0000-0002-2444-5384
Corchado, Emilio
125
600
0000-0001-8560-3991
2023-01-17T11:47:46Z
2023-01-17T11:47:46Z
2019-04
1367-0751
http://hdl.handle.net/10259/7252
10.1093/jigpal/jzy030
1368-9894
This research proposes the analysis and subsequent characterisation of Android malware families by means of low
dimensional visualisations using dimensional reduction techniques. The well-known Malgenome data set, coming from
the Android Malware Genome Project, has been thoroughly analysed through the following six dimensionality reduction
techniques: Principal Component Analysis, Maximum Likelihood Hebbian Learning, Cooperative Maximum Likelihood
Hebbian Learning, Curvilinear Component Analysis, Isomap and Self Organizing Map. Results obtained enable a clear visual
analysis of the structure of this high-dimensionality data set, letting us gain deep knowledge about the nature of such Android
malware families. Interesting conclusions are obtained from the real-life data set under analysis.
application/pdf
eng
Oxford University Press
Logic Journal of the IGPL. 2019, V. 27, n. 2, p. 160-176
https://doi.org/10.1093/jigpal/jzy030
Android malware
Malware families
Dimensionality reduction
Artificial neural networks
Informática
Computer science
Gaining deep knowledge of Android malware families through dimensionality reduction techniques
info:eu-repo/semantics/article
info:eu-repo/semantics/publishedVersion
info:eu-repo/semantics/openAccess
Logic Journal of the IGPL
27
2
160
176
THUMBNAIL
Herrero-igpl_2019.pdf.jpg
Herrero-igpl_2019.pdf.jpg
IM Thumbnail
image/jpeg
3302
https://riubu.ubu.es/bitstream/10259/7252/3/Herrero-igpl_2019.pdf.jpg
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MD5
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LICENSE
license.txt
license.txt
text/plain; charset=utf-8
1362
https://riubu.ubu.es/bitstream/10259/7252/2/license.txt
5d013bfa6e473ff0db22cd82a4d71a70
MD5
2
ORIGINAL
Herrero-igpl_2019.pdf
Herrero-igpl_2019.pdf
application/pdf
3393927
https://riubu.ubu.es/bitstream/10259/7252/1/Herrero-igpl_2019.pdf
397f878076f5439f54fe382dadca81be
MD5
1
10259/7252
oai:riubu.ubu.es:10259/7252
2023-01-18 02:05:24.401
Repositorio Institucional de la Universidad de Burgos
bubrep@ubu.es
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