Comparative performance evaluation of machine learning classifiers for multi-class intrusion detection on the NSL-KDD dataset.
- DOI
- 10.1038/s41598-026-59610-8
- Published
- 2026 Jul 13
- Container
- Scientific reports
- Publisher
- Not recorded
- Open access
- unknown
Credibility signals
limited evidence Score 43/100 under policy 1.0.0. This is a metadata assessment, not a judgment of the paper's conclusions.
Show all credibility signals
- cautionDOI registered: No matching Crossref record was present in this response.
- cautionDOI resolves: No matching Crossref record was present in this response.
- not scoredDirectory of Open Access Journals: No matching DOAJ record was present in this response. No allow-list match; this is not evidence of low credibility.
- not scoredMEDLINE indexed: Not checked or no result supplied; no credibility inference made.
- not scoredOpenAlex core source: Not checked or no result supplied; no credibility inference made.
- not scoredKnown publisher allow-list: Not checked or no result supplied; no credibility inference made.
- not scoredROR affiliation: Not checked or no result supplied; no credibility inference made.
- not scoredRetraction Watch retraction: No retraction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch expression of concern: No expression of concern notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch correction: No correction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch reinstatement: No reinstatement notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredOpen access status: Not checked or no result supplied; no credibility inference made.
- not scoredPublication license: Not checked or no result supplied; no credibility inference made.
- not scoredPublication version: A publication version was supplied but is not scored.
- cautionMetadata completeness: 5 of 6 scored descriptive metadata groups are present; missing fields increase uncertainty.
Cite this work
BibTeX
@article{allodium:10.1038/s41598-026-59610-8,
title = {Comparative performance evaluation of machine learning classifiers for multi-class intrusion detection on the NSL-KDD dataset.},
author = {Jyoti A and Singh M and Banga VK and Kaur J and Gowrishankar J and Hota S and Murugan S and Bhowmik A and Ashok N},
year = {2026},
journal = {Scientific reports},
doi = {10.1038/s41598-026-59610-8},
url = {https://doi.org/10.1038/s41598-026-59610-8}
}RIS
TY - JOUR TI - Comparative performance evaluation of machine learning classifiers for multi-class intrusion detection on the NSL-KDD dataset. AU - Jyoti A AU - Singh M AU - Banga VK AU - Kaur J AU - Gowrishankar J AU - Hota S AU - Murugan S AU - Bhowmik A AU - Ashok N PY - 2026 JO - Scientific reports DO - 10.1038/s41598-026-59610-8 UR - https://doi.org/10.1038/s41598-026-59610-8 ER -
APA
A, J., M, S., VK, B., J, K., J, G., S, H., S, M., A, B., & N, A. (2026). Comparative performance evaluation of machine learning classifiers for multi-class intrusion detection on the NSL-KDD dataset.. Scientific reports. https://doi.org/10.1038/s41598-026-59610-8
Source records
- pubmed · retrieved 2026-09-25T23:56:23.884Z