Explainable ensemble learning using SHAP for ERP anomaly detection.
Overview
- Department of Information Security, Military College of Signals, National University of Sciences and Technology (NUST), Islamabad, Pakistan
- Department of Electrical Engineering, Military College of Signals, National University of Sciences and Technology (NUST), Islamabad, Pakistan
Abstract
The abstract is not reproduced here: the paper's license (CC BY-NC-ND) does not allow it. Read it in the paper, at the publisher or on Europe PMC.
Code
No file of the authors' code could be read here: it is described below, and read at its source.
Zenodo 20609426
Availability: 1 check, the latest on 27 September 2026: the link answers (HTTP 200)
- 27 September 2026: the link answers (HTTP 200)
Code availability statement
The paper has a code availability statement. Its license (CC BY-NC-ND) does not allow reproducing it here; in short, from what the harvester recognized in it:
- it points to the authors' code: Zenodo 20609426
Read it in the paper: doi.org/10.1038/s41598-026-57913-4.
Tracing map
Proposed by the machine: these links were found in the paper and verified at the source, without human review. The map will receive a Zenodo DOI once one of the paper's authors has validated it with their ORCID.
What the map holds:
- 1 repository of the authors' code, each at its verified commit, with its license and how the link was found in the paper;
- 0 scripts, each with its path and the digest of its content;
- no match between paragraphs and code yet;
- neither the text of the paper nor the code itself.
Its JSON (tracing-map.json) is deposited on Zenodo with its DOI once the map is validated.
Data
No dataset and no data link were found in the paper.
Code and data availability statement
The paper has a code and data availability statement. Its license (CC BY-NC-ND) does not allow reproducing it here; in short, from what the harvester recognized in it:
- it points to the authors' code: Zenodo 20609426
- it says that the data are available on request
Read it in the paper: doi.org/10.1038/s41598-026-57913-4.
Versions
The history of this record: each version stored by the harvester or made by a correction of its authors or of the maintainers of its code, and what changed in its facts. The texts of the paper (its abstract, its availability statements) are not part of it; versions that changed only those are not listed.
Version 1, 27 September 2026: the first record
Recorded: type, language, journal, volume, issue, pages, dates, 2 authors, 8 keywords, 10 references.
Cite
This paper
Qazi, A., & Jadoon, A. A. K. (2026). Explainable ensemble learning using SHAP for ERP anomaly detection. Scientific reports, 16(1), 27125. https://
BibTeX
@article{qazi2026explain
author = {Qazi, Adiah and Jadoon, Ammad Ali Khan},
title = {{Explainable ensemble learning using SHAP for ERP anomaly detection}},
journal = {Scientific reports},
year = {2026},
month = jun,
volume = {16},
number = {1},
pages = {27125},
publisher = {Nature Publishing Group},
issn = {2045-2322},
doi = {10.1038/
url = {https://
pmid = {42289525},
pmcid = {PMC13527133}
}
RIS
TY - JOUR
AU - Qazi, Adiah
AU - Jadoon, Ammad Ali Khan
TI - Explainable ensemble learning using SHAP for ERP anomaly detection
T2 - Scientific reports
J2 - Sci Rep
PY - 2026
DA - 2026/
VL - 16
IS - 1
SP - 27125
SN - 2045-2322
PB - Nature Publishing Group
DO - 10.1038/
UR - https://
LA - en
ER -
CSL-JSON
{
"id": "10.1038/
"type": "article-journal",
"title": "Explainable ensemble learning using SHAP for ERP anomaly detection",
"container-title": "Scientific reports",
"author": [
{
"family": "Qazi",
"given": "Adiah"
},
{
"family": "Jadoon",
"given": "Ammad Ali Khan"
}
],
"container-title-short":
"volume": "16",
"issue": "1",
"page": "27125",
"DOI": "10.1038/
"PMID": "42289525",
"PMCID": "PMC13527133",
"ISSN": "2045-2322",
"publisher": "Nature Publishing Group",
"URL": "https://
"language": "en",
"issued": {
"date-parts": [
[
2026,
6,
14
]
]
}
}
The tracing map gets a citation of its own once an author has validated it and it has a DOI.
Similar papers
The papers with a page that share the most with this one: the tools found in their code, their categories, datasets, cited references and authors, the rarest counting most.
- [1] doi:10.1016/j.mex.2026.104077 [code]
- Structured multi-domain EEG descriptors with phase-based connectivity for lie and truth detection.Journal: MethodsXIn common: methods / tools, EEG, 1 reference
- [2] doi:10.3390/s26134045
- Brain Signal for Secure EEG Biometric Authentication: A Comprehensive Survey.Journal: Sensors (Basel, Switzerland)In common: methods / tools, EEG, 1 reference
- [3] doi:10.1371/journal.pone.0347189
- Design and validation of a modular smart headband with embroidered electrodes for comfortable EEG monitoring.Journal: PloS oneIn common: methods / tools, EEG, 1 reference
- [4] doi:10.1111/psyp.70341 [code]
- The Brain Signature of Reward Processing During Cooperative Gaming.Journal: PsychophysiologyIn common: EEG, 1 reference
- [5] doi:10.1371/journal.pbio.3003779 [code]
- Past and present goals are represented concurrently during visual search.Journal: PLoS biologyIn common: EEG, 1 reference
- [6] doi:10.1162/imag.a.1129
- Deep learning interpretability in neuroimaging: A comprehensive survey and methodological recommendations.Journal: Imaging neuroscience (Cambridge, Mass.)In common: 1 reference
- [7] doi:10.3389/fbinf.2026.1808516
- Integrative multi-cohort analysis of DNA methylation profiles for pancreatic ductal adenocarcinoma biomarker discovery and prognosis.Journal: Frontiers in bioinformaticsIn common: 1 reference
- [8] doi:10.1038/s44328-026-00086-x [code]
- Microfluidic nanomagnetically isolated neuron- and astrocyte-derived extracellular vesicles to differentiate Lewy body and Alzheimer's disease.Journal: Npj biosensingIn common: 1 reference
- [9] doi:10.1093/cercor/bhag032 [code]
- Pulvinar-posterior superior temporal sulcus connectivity contributes to non-conscious emotion processing in affective blindsight.Journal: Cerebral cortex (New York, N.Y. : 1991)In common: 1 reference
- [10] doi:10.2196/83790
- Explainable and Interpretable AI for Voice and Speech Analysis in Clinical Care: Systematic Review.Journal: Journal of medical Internet researchIn common: 1 reference
Contribute
The authors of this paper can claim it, correct its record and validate its tracing map, and the maintainers of its code (its owner, or a public member of its organization) correct what it says of their repository; anyone signed in can ask for its removal. Every request goes to OSCR's own machine, which answers it; your account page follows them.
Sign in with ORCID to claim this paper as one of its authors, correct its record or validate its tracing map: when the paper's metadata lists your ORCID iD, you are recognized at once. Maintainers of its code: sign in with GitHub, then claim the repository on your account page.
Claim this paper
Correct its record
Say what each link of this record is, remove the ones that are not the paper's, add the ones that are missing. The correction becomes a new version of the record, in its Versions section.
Validate its tracing map
You validate the map as this page shows it: 1 repository of the authors' code, each at its verified commit and with its license, 0 scripts, and 0 matches between paragraphs and code (see the Code and Map sections). It then receives a DOI on Zenodo, with you (your ORCID iD) and OSCR as its creators; the code itself is not deposited.
The map's fingerprint: sha256:d8d12f8c98258ba3…
Add the badge to its README
The badge links the code to this page. Copy one of these into the README of the paper's code: only you decide where it goes, and nothing is changed for you.
Markdown
[.
Discussion, reproductions, activity
Discussion: questions and error reports about this paper and its code, from signed-in readers and its authors. It opens with sign-in.
Reproductions: reports from readers who ran the authors' code: what they reproduced, with which environment, commit and data. It opens with sign-in.
Activity: what happens around this paper: new versions of its record, its map's validation, discussions and reproductions. It opens with sign-in.
