Beyond Prediction Similarity : ShapGAP for Evaluating Faithful Surrogate Models in XAI
| dc.contributor.author | Mariotti, Ettore | |
| dc.contributor.author | Sivaprasad, Adarsa | |
| dc.contributor.author | Moral, Jose Maria Alonso | |
| dc.contributor.editor | Longo, Luca | |
| dc.contributor.institution | University of Aberdeen.Natural & Computing Sciences | en |
| dc.date.accessioned | 2025-08-06T14:08:01Z | |
| dc.date.available | 2025-08-06T14:08:01Z | |
| dc.date.issued | 2023-10-30 | |
| dc.format.extent | 14 | |
| dc.format.extent | 1827676 | |
| dc.identifier | 307795856 | |
| dc.identifier | 004e3c13-4fb0-41c0-b1ad-4543deb5e880 | |
| dc.identifier | 85176924047 | |
| dc.identifier.citation | Mariotti, E, Sivaprasad, A & Moral, J M A 2023, Beyond Prediction Similarity : ShapGAP for Evaluating Faithful Surrogate Models in XAI. in L Longo (ed.), Explainable Artificial Intelligence : First World Conference, xAI 2023, Lisbon, Portugal, July 26–28, 2023, Proceedings, Part I. Communications in Computer and Information Science, vol. 1901 CCIS, Springer Nature, pp. 160-173, First World Conference, Lisbon, Portugal, 26/07/23. https://doi.org/10.1007/978-3-031-44064-9_10 | en |
| dc.identifier.citation | conference | en |
| dc.identifier.doi | 10.1007/978-3-031-44064-9_10 | |
| dc.identifier.isbn | 978-3-031-44063-2 | |
| dc.identifier.isbn | 978-3-031-44064-9 | |
| dc.identifier.issn | 1865-0929 | |
| dc.identifier.other | RIS: urn:AFF69F65E10CB6DF35FF4E5FA4297B8B | |
| dc.identifier.other | RIS: 10.1007/978-3-031-44064-9_10 | |
| dc.identifier.uri | https://hdl.handle.net/2164/25810 | |
| dc.identifier.url | http://www.scopus.com/inward/record.url?scp=85176924047&partnerID=8YFLogxK | en |
| dc.language.iso | eng | |
| dc.publisher | Springer Nature | |
| dc.relation.ispartof | Explainable Artificial Intelligence | en |
| dc.relation.ispartofseries | Communications in Computer and Information Science | en |
| dc.subject | Black-box | en |
| dc.subject | Explainable Artificial Intelligence (XAI) | en |
| dc.subject | Faithfulness | en |
| dc.subject | Fidelity Measures | en |
| dc.subject | Interpretability | en |
| dc.subject | SHAP | en |
| dc.subject | Surrogate Models | en |
| dc.subject | White-box | en |
| dc.subject | QA76 Computer software | en |
| dc.subject | General Computer Science | en |
| dc.subject | General Mathematics | en |
| dc.subject.lcc | QA76 | en |
| dc.title | Beyond Prediction Similarity : ShapGAP for Evaluating Faithful Surrogate Models in XAI | en |
| dc.type | Conference item | en |
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