hh.sePublications
Change search
CiteExportLink to record
Permanent link

Direct link
Cite
Citation style
  • apa
  • ieee
  • modern-language-association-8th-edition
  • vancouver
  • Other style
More styles
Language
  • de-DE
  • en-GB
  • en-US
  • fi-FI
  • nn-NO
  • nn-NB
  • sv-SE
  • Other locale
More languages
Output format
  • html
  • text
  • asciidoc
  • rtf
Data-Centric Perspective on Explainability Versus Performance Trade-Off
Halmstad University, School of Information Technology, Center for Applied Intelligent Systems Research (CAISR).ORCID iD: 0000-0003-3720-3015
Halmstad University, School of Information Technology, Center for Applied Intelligent Systems Research (CAISR).ORCID iD: 0000-0002-7796-5201
Halmstad University, School of Information Technology, Center for Applied Intelligent Systems Research (CAISR).ORCID iD: 0000-0002-1759-8593
2023 (English)In: Advances in Intelligent Data Analysis XXI: 21st International Symposium on Intelligent Data Analysis, IDA 2023, Louvain-la-Neuve, Belgium, April 12–14, 2023, Proceedings / [ed] Bruno Crémilleux, Sibylle Hess, Siegfried Nijssen, Cham: Springer, 2023, Vol. 13876, p. 42-54Conference paper, Published paper (Refereed)
Abstract [en]

The performance versus interpretability trade-off has been well-established in the literature for many years in the context of machine learning models. This paper demonstrates its twin, namely the data-centric performance versus interpretability trade-off. In a case study of bearing fault diagnosis, we found that substituting the original acceleration signal with a demodulated version offers a higher level of interpretability, but it comes at the cost of significantly lower classification performance. We demonstrate these results on two different datasets and across four different machine learning algorithms. Our results suggest that “there is no free lunch,” i.e., the contradictory relationship between interpretability and performance should be considered earlier in the analysis process than it is typically done in the literature today; in other words, already in the preprocessing and feature extraction step. © 2023, The Author(s), under exclusive license to Springer Nature Switzerland AG.

Place, publisher, year, edition, pages
Cham: Springer, 2023. Vol. 13876, p. 42-54
Series
Lecture Notes in Computer Science, ISSN 0302-9743, E-ISSN 1611-3349 ; 13876
Keywords [en]
Explainable AI, SHAP, Intelligent Fault Diagnosis, Bearings, Hilbert Transform, Envelope Spectrum
National Category
Computer Sciences
Identifiers
URN: urn:nbn:se:hh:diva-52004DOI: 10.1007/978-3-031-30047-9_4ISI: 000999877600004 000999877600004Scopus ID: 2-s2.0-85152557513ISBN: 978-3-031-30046-2 (print)ISBN: 978-3-031-30047-9 (electronic)OAI: oai:DiVA.org:hh-52004DiVA, id: diva2:1811903
Conference
21st International Symposium on Intelligent Data Analysis, IDA 2023, Louvain-la-Neuve, Belgium, April 12–14, 2023
Part of project
eXplainable Predictive Maintenance, Swedish Research Council
Funder
VinnovaSwedish Research Council, CHIST-ERA-19-XAI-012Available from: 2023-11-14 Created: 2023-11-14 Last updated: 2023-11-21Bibliographically approved

Open Access in DiVA

fulltext(1990 kB)50 downloads
File information
File name FULLTEXT02.pdfFile size 1990 kBChecksum SHA-512
954b83cae3ec9edab6274cf9cc12c9652e291902fa2d55aa2df1d0e5276189288f3c66a3f84adce9107cb9a124dc84ee8842a85158d16a96d69dd6ffd0a758db
Type fulltextMimetype application/pdf

Other links

Publisher's full textScopus

Authority records

Berenji, AmirhosseinNowaczyk, SławomirTaghiyarrenani, Zahra

Search in DiVA

By author/editor
Berenji, AmirhosseinNowaczyk, SławomirTaghiyarrenani, Zahra
By organisation
Center for Applied Intelligent Systems Research (CAISR)
Computer Sciences

Search outside of DiVA

GoogleGoogle Scholar
Total: 50 downloads
The number of downloads is the sum of all downloads of full texts. It may include eg previous versions that are now no longer available

doi
isbn
urn-nbn

Altmetric score

doi
isbn
urn-nbn
Total: 289 hits
CiteExportLink to record
Permanent link

Direct link
Cite
Citation style
  • apa
  • ieee
  • modern-language-association-8th-edition
  • vancouver
  • Other style
More styles
Language
  • de-DE
  • en-GB
  • en-US
  • fi-FI
  • nn-NO
  • nn-NB
  • sv-SE
  • Other locale
More languages
Output format
  • html
  • text
  • asciidoc
  • rtf