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10.46243/jst.2022.v7.i09.pp0135-140 registered

Relevance feature selection via analysis of the KDD '99 intrusion detection dataset

Resolves to https://www.jst.org.in/index.php/pub/article/view/869/796

Held by Longman Publishers (India) · prefix 10.46243 live · DOI address https://doi.org/10.46243/jst.2022.v7.i09.pp0135-140

Registered 29 Sep 2026 via crossref · record version 1 · last change 29 Sep 2026, 10:00 PM · record sha256 aae78bd9d695b31d…

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JournalArticle — an article in a journal · Digital · Visual

Relevance feature selection via analysis of the KDD '99 intrusion detection dataset (PrincipalTitle)

Published 2022

Part of Journal of Science and Technology · ISSN 2456-5660 · volume 07 · issue 09 · pages 135–140

Agents

  • Dr.Y V R Naga Pawan (author)
  • K Vijay Kumar (author)
  • CH Krishna Prasad (author)
  • Longman Publishers (publisher)

Identifiers DOI 10.46243/jst.2022.v7.i09.pp0135-140

Abstract

The rapid development of business and othertransaction systems over the Internet makes computer securitya critical issue. In recent times, data mining and machine learning have been subjected to extensive research in intrusion detection with emphasis on improving the accuracy of detection classifier. But selecting important features from input data lead to a simplification of the problem, faster and more accurate detection rates. In this paper, we presented therelevance of each feature in KDD ’99 intrusion detection dataset to the detection of each class. Rough set degree of dependency and dependency ratio of each class were employed to determine the most discriminating features for each class. Empirical results show that seven features were not relevant in the detection of any class.

Licence https://creativecommons.org/licenses/by/4.0/

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ElementValueIn the record
DOI Name
DOI name
10.46243/jst.2022.v7.i09.pp0135-140doi
Referent Type
referentType
Creationreferent
Referent Sub-Type
referentSubType
JournalArticle — an article in a journaltype
Referent Name(s)
referentName(s)
Relevance feature selection via analysis of the KDD '99 intrusion detection dataset (PrincipalTitle)titles
Basic Metadata
basicMetadata
author: Dr.Y V R Naga Pawan
author: K Vijay Kumar
author: CH Krishna Prasad
publisher: Longman Publishers
published: 2022
part of: Journal of Science and Technology · ISSN 2456-5660 · vol. 07 · no. 09 · pp. 135–140
form: Digital · Visual · Language
agents, dates, container, language, structural_type, modes, characters
Referent Identifier(s)
alternateIdentifier(s)
none besides the DOIidentifiers, relations (IsSameAs)
Registration Authority
registrationAuthorityCode
Crossref — issued by Crossref (member 25296); held here as a copyrecord.source_agency (our code, ra_doi_name, for names issued here once appointed)
Created Date
issueDate
2024-02-16record.registered (when the DOI name was first registered)
relatedIdentifiersnone needed — the descriptive metadata is in this recordcontainer, relations (only where the descriptive metadata lives at another identifier)

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129 Sep 2026, 10:00 PMregister
registered at Crossref; record read from api.crossref.org
Administrator (admin) 85 fields set · sha256 aae78bd9d695…

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