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Extracting of temporal patterns from data for hierarchical classifiers construction

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dc.contributor.author Szpyrka, M.
dc.contributor.author Szczur, A.
dc.contributor.author Bazan, J.G.
dc.contributor.author Dydo, Ł.
dc.date.accessioned 2016-02-10T07:46:13Z
dc.date.available 2016-02-10T07:46:13Z
dc.date.issued 2015
dc.identifier.citation Szpyrka, M., Szczur, A., Bazan, J. G., & Dydo, L.: Extracting of temporal patterns from data for hierarchical classifiers construction. In Proceedings of the 2015 IEEE 2nd International Conference on Cybernetics (CYBCONF); Gdynia, Poland, 2015, June 24-26, IEEE, pages 330-335, Gdynia Maritime University, 2015 pl_PL.UTF-8
dc.identifier.isbn 978-1-4799-8320-9
dc.identifier.uri http://repozytorium.ur.edu.pl/handle/item/1399
dc.description Praca opublikowana w: Szpyrka, M., Szczur, A., Bazan, J. G., & Dydo, L.: Extracting of temporal patterns from data for hierarchical classifiers construction. In Proceedings of the 2015 IEEE 2nd International Conference on Cybernetics (CYBCONF); Gdynia, Poland, 2015, June 24-26, IEEE, pages 330-335, Gdynia Maritime University, 2015 pl_PL.UTF-8
dc.description.abstract A method of automatic extracting of temporal patterns from learning data for constructing hierarchical behavioral patterns based classifiers is considered in the paper. The presented approach can be used to complete the knowledge provided by experts or to discover the knowledge automatically if no expert knowledge is accessible. Formal description of temporal patterns is provided and an algorithm for automatic patterns extraction and evaluation is described. A system for packet-based network traffic anomaly detection is used to illustrate the considered ideas. pl_PL.UTF-8
dc.language.iso eng pl_PL.UTF-8
dc.publisher IEEE pl_PL.UTF-8
dc.rights Uznanie autorstwa-Użycie niekomercyjne-Bez utworów zależnych 3.0 Polska *
dc.rights.uri http://creativecommons.org/licenses/by-nc-nd/3.0/pl/ *
dc.subject LTL logic pl_PL.UTF-8
dc.subject feature extraction pl_PL.UTF-8
dc.subject hierarchical classifiers pl_PL.UTF-8
dc.subject network anomaly detection pl_PL.UTF-8
dc.subject temporal patterns pl_PL.UTF-8
dc.title Extracting of temporal patterns from data for hierarchical classifiers construction pl_PL.UTF-8
dc.type article pl_PL.UTF-8


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Uznanie autorstwa-Użycie niekomercyjne-Bez utworów zależnych 3.0 Polska Except where otherwise noted, this item's license is described as Uznanie autorstwa-Użycie niekomercyjne-Bez utworów zależnych 3.0 Polska

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