Journal article Open Access

Host-based Intrusion Detection Using Signature-based and AI-driven Anomaly Detection Methods.

Panagiotou, Panos; Mengidis, Notis; Tsikrika, Theodora; Vrochidis, Stefanos; Kompatsiaris, Ioannis


DCAT Export

<?xml version='1.0' encoding='utf-8'?>
<rdf:RDF xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#" xmlns:adms="http://www.w3.org/ns/adms#" xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:dct="http://purl.org/dc/terms/" xmlns:dctype="http://purl.org/dc/dcmitype/" xmlns:dcat="http://www.w3.org/ns/dcat#" xmlns:duv="http://www.w3.org/ns/duv#" xmlns:foaf="http://xmlns.com/foaf/0.1/" xmlns:frapo="http://purl.org/cerif/frapo/" xmlns:geo="http://www.w3.org/2003/01/geo/wgs84_pos#" xmlns:gsp="http://www.opengis.net/ont/geosparql#" xmlns:locn="http://www.w3.org/ns/locn#" xmlns:org="http://www.w3.org/ns/org#" xmlns:owl="http://www.w3.org/2002/07/owl#" xmlns:prov="http://www.w3.org/ns/prov#" xmlns:rdfs="http://www.w3.org/2000/01/rdf-schema#" xmlns:schema="http://schema.org/" xmlns:skos="http://www.w3.org/2004/02/skos/core#" xmlns:vcard="http://www.w3.org/2006/vcard/ns#" xmlns:wdrs="http://www.w3.org/2007/05/powder-s#">
  <rdf:Description rdf:about="https://zenodo.org/record/5555915">
    <dct:identifier rdf:datatype="http://www.w3.org/2001/XMLSchema#anyURI">https://zenodo.org/record/5555915</dct:identifier>
    <foaf:page rdf:resource="https://zenodo.org/record/5555915"/>
    <dct:creator>
      <rdf:Description rdf:about="http://orcid.org/0000-0002-1964-3618">
        <rdf:type rdf:resource="http://xmlns.com/foaf/0.1/Agent"/>
        <dct:identifier rdf:datatype="http://www.w3.org/2001/XMLSchema#string">0000-0002-1964-3618</dct:identifier>
        <foaf:name>Panagiotou, Panos</foaf:name>
        <foaf:givenName>Panos</foaf:givenName>
        <foaf:familyName>Panagiotou</foaf:familyName>
        <org:memberOf>
          <foaf:Organization>
            <foaf:name>Centre for Research and Technology-Hellas (CERTH), Thessaloniki, Greece</foaf:name>
          </foaf:Organization>
        </org:memberOf>
      </rdf:Description>
    </dct:creator>
    <dct:creator>
      <rdf:Description rdf:about="http://orcid.org/0000-0003-3588-1007">
        <rdf:type rdf:resource="http://xmlns.com/foaf/0.1/Agent"/>
        <dct:identifier rdf:datatype="http://www.w3.org/2001/XMLSchema#string">0000-0003-3588-1007</dct:identifier>
        <foaf:name>Mengidis, Notis</foaf:name>
        <foaf:givenName>Notis</foaf:givenName>
        <foaf:familyName>Mengidis</foaf:familyName>
        <org:memberOf>
          <foaf:Organization>
            <foaf:name>Centre for Research and Technology-Hellas (CERTH), Thessaloniki, Greece</foaf:name>
          </foaf:Organization>
        </org:memberOf>
      </rdf:Description>
    </dct:creator>
    <dct:creator>
      <rdf:Description rdf:about="http://orcid.org/0000-0003-4148-9028">
        <rdf:type rdf:resource="http://xmlns.com/foaf/0.1/Agent"/>
        <dct:identifier rdf:datatype="http://www.w3.org/2001/XMLSchema#string">0000-0003-4148-9028</dct:identifier>
        <foaf:name>Tsikrika, Theodora</foaf:name>
        <foaf:givenName>Theodora</foaf:givenName>
        <foaf:familyName>Tsikrika</foaf:familyName>
        <org:memberOf>
          <foaf:Organization>
            <foaf:name>Centre for Research and Technology-Hellas (CERTH), Thessaloniki, Greece</foaf:name>
          </foaf:Organization>
        </org:memberOf>
      </rdf:Description>
    </dct:creator>
    <dct:creator>
      <rdf:Description rdf:about="http://orcid.org/0000-0002-2505-9178">
        <rdf:type rdf:resource="http://xmlns.com/foaf/0.1/Agent"/>
        <dct:identifier rdf:datatype="http://www.w3.org/2001/XMLSchema#string">0000-0002-2505-9178</dct:identifier>
        <foaf:name>Vrochidis, Stefanos</foaf:name>
        <foaf:givenName>Stefanos</foaf:givenName>
        <foaf:familyName>Vrochidis</foaf:familyName>
        <org:memberOf>
          <foaf:Organization>
            <foaf:name>Centre for Research and Technology-Hellas (CERTH), Thessaloniki, Greece</foaf:name>
          </foaf:Organization>
        </org:memberOf>
      </rdf:Description>
    </dct:creator>
    <dct:creator>
      <rdf:Description rdf:about="http://orcid.org/0000-0001-6447-9020">
        <rdf:type rdf:resource="http://xmlns.com/foaf/0.1/Agent"/>
        <dct:identifier rdf:datatype="http://www.w3.org/2001/XMLSchema#string">0000-0001-6447-9020</dct:identifier>
        <foaf:name>Kompatsiaris, Ioannis</foaf:name>
        <foaf:givenName>Ioannis</foaf:givenName>
        <foaf:familyName>Kompatsiaris</foaf:familyName>
        <org:memberOf>
          <foaf:Organization>
            <foaf:name>Centre for Research and Technology-Hellas (CERTH), Thessaloniki, Greece</foaf:name>
          </foaf:Organization>
        </org:memberOf>
      </rdf:Description>
    </dct:creator>
    <dct:title>Host-based Intrusion Detection Using Signature-based and AI-driven Anomaly Detection Methods.</dct:title>
    <dct:publisher>
      <foaf:Agent>
        <foaf:name>Zenodo</foaf:name>
      </foaf:Agent>
    </dct:publisher>
    <dct:issued rdf:datatype="http://www.w3.org/2001/XMLSchema#gYear">2021</dct:issued>
    <frapo:isFundedBy rdf:resource="info:eu-repo/grantAgreement/EC/H2020/830943/"/>
    <schema:funder>
      <foaf:Organization>
        <dct:identifier rdf:datatype="http://www.w3.org/2001/XMLSchema#string">10.13039/501100000780</dct:identifier>
        <foaf:name>European Commission</foaf:name>
      </foaf:Organization>
    </schema:funder>
    <dct:issued rdf:datatype="http://www.w3.org/2001/XMLSchema#date">2021-10-01</dct:issued>
    <dct:language rdf:resource="http://publications.europa.eu/resource/authority/language/ENG"/>
    <owl:sameAs rdf:resource="https://zenodo.org/record/5555915"/>
    <adms:identifier>
      <adms:Identifier>
        <skos:notation rdf:datatype="http://www.w3.org/2001/XMLSchema#anyURI">https://zenodo.org/record/5555915</skos:notation>
        <adms:schemeAgency>url</adms:schemeAgency>
      </adms:Identifier>
    </adms:identifier>
    <owl:sameAs rdf:resource="https://doi.org/10.11610/isij.5016"/>
    <dct:description>&lt;p&gt;Cyberattacks are becoming more sophisticated, posing even greater challenges to traditional intrusion detectionEngl methods. Failure to prevent the intrusions could jeopardise security services&amp;rsquo; credibility, including data confidentiality, integrity, and availability. Anomaly-based Intrusion Detection Systems and Signature-based Intrusion Detection Systems are two types of systems that have been proposed in the literature to detect security threats. In the current work, a taxonomy of current IDSs is presented, a review of recent works is performed, and we discuss some of the most common datasets used for evaluation. Finally, the survey concludes with a discussion of future IDS research directions and broader observations.&lt;/p&gt;</dct:description>
    <dct:accessRights rdf:resource="http://publications.europa.eu/resource/authority/access-right/PUBLIC"/>
    <dct:accessRights>
      <dct:RightsStatement rdf:about="info:eu-repo/semantics/openAccess">
        <rdfs:label>Open Access</rdfs:label>
      </dct:RightsStatement>
    </dct:accessRights>
    <dct:license rdf:resource="https://creativecommons.org/licenses/by/4.0/legalcode"/>
    <dcat:distribution>
      <dcat:Distribution>
        <dcat:accessURL rdf:resource="https://doi.org/10.11610/isij.5016"/>
        <dcat:byteSize>1061728</dcat:byteSize>
        <dcat:downloadURL rdf:resource="https://zenodo.org/record/5555915/files/Host-based intrusion detection using signature-based and AI-driven anomaly detection methods_final.pdf"/>
        <dcat:mediaType>application/pdf</dcat:mediaType>
      </dcat:Distribution>
    </dcat:distribution>
  </rdf:Description>
  <foaf:Project rdf:about="info:eu-repo/grantAgreement/EC/H2020/830943/">
    <dct:identifier rdf:datatype="http://www.w3.org/2001/XMLSchema#string">830943</dct:identifier>
    <dct:title>European network of Cybersecurity centres and competence Hub for innovation and Operations</dct:title>
    <frapo:isAwardedBy>
      <foaf:Organization>
        <dct:identifier rdf:datatype="http://www.w3.org/2001/XMLSchema#string">10.13039/501100000780</dct:identifier>
        <foaf:name>European Commission</foaf:name>
      </foaf:Organization>
    </frapo:isAwardedBy>
  </foaf:Project>
</rdf:RDF>
23
12
views
downloads
Views 23
Downloads 12
Data volume 12.7 MB
Unique views 22
Unique downloads 11

Share

Cite as