Please use this identifier to cite or link to this item:
http://hdl.handle.net/20.500.12188/9489
DC Field | Value | Language |
---|---|---|
dc.contributor.author | Andonov, Stefan | en_US |
dc.contributor.author | Dobreva, Jovana | en_US |
dc.contributor.author | Lumburovska, Lina | en_US |
dc.contributor.author | Pavlov, Stefan | en_US |
dc.contributor.author | Dimitrova, Vesna | en_US |
dc.contributor.author | Popovska Mitrovikj, Aleksandra | en_US |
dc.date.accessioned | 2020-11-09T07:52:30Z | - |
dc.date.available | 2020-11-09T07:52:30Z | - |
dc.date.issued | 2020-09-24 | - |
dc.identifier.uri | http://hdl.handle.net/20.500.12188/9489 | - |
dc.description.abstract | The usage of machine learning is expanding over all scientific fields and this branch is becoming more and more popular in the last years. In this paper we consider application of machine learning in the cryptanalysis, precisely in cryptanalysis of DES algorithm. This algorithm works in 16 rounds and we make two analyses: one for only one round and one for all rounds. We use different datasets and specific neural network for each analysis. We present results from several experiments for different datasets and different keys. Furthermore, we analyze and compare the obtained results, where we provide visual and textual presentation and we derive some conclusions. | en_US |
dc.language.iso | en | en_US |
dc.relation.ispartofseries | ISSN 1857-7288; | - |
dc.subject | Machine learning, DES, Cryptanalysis, Neural networks, Datasets | en_US |
dc.title | Application of Machine Learning in DES Cryptanalysis | en_US |
dc.type | Proceedings | en_US |
dc.relation.conference | ICT Innovations 2020 | en_US |
item.fulltext | With Fulltext | - |
item.grantfulltext | open | - |
crisitem.author.dept | Faculty of Computer Science and Engineering | - |
crisitem.author.dept | Faculty of Computer Science and Engineering | - |
Appears in Collections: | Faculty of Computer Science and Engineering: Conference papers |
Files in This Item:
File | Description | Size | Format | |
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application-of-machine-learning-in-des--cryptanalysis.pdf | 279.35 kB | Adobe PDF | View/Open |
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