Erklärbare Künstliche Intelligenz - Steigerung der Nachvollziehbarkeit überwachter maschineller Lernverfahren
Artificial Intelligence is increasingly used in everyday applications. However, its high complexity often leads to a lack of transparency. Explainable Artificial Intelligence addresses this issue by making models and their decisions more understandable. This work contributes to explainable supervise...
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| Format: | Online |
| Idioma: | alemany |
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KIT Scientific Publishing
2026
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| Accés en línia: | 1863-6489 (Online) |
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| _version_ | 1869524353115226112 |
|---|---|
| author | Burkart, Nadia |
| author_browse | Burkart, Nadia |
| author_facet | Burkart, Nadia |
| author_sort | Burkart, Nadia |
| collection | Directory of Open Access Books |
| description | Artificial Intelligence is increasingly used in everyday applications. However, its high complexity often leads to a lack of transparency. Explainable Artificial Intelligence addresses this issue by making models and their decisions more understandable. This work contributes to explainable supervised machine learning by introducing a procedure model with five types of explanations and proposing global and local surrogate models to explain both overall model behavior and individual decisions. |
| format | Online |
| id | doab-20.500.12854ir-173522 |
| institution | Directory of Open Access Books |
| language | ger |
| publishDate | 2026 |
| publishDateRange | 2026 |
| publishDateSort | 2026 |
| publisher | KIT Scientific Publishing |
| publisherStr | KIT Scientific Publishing |
| record_format | ojs |
| spelling | doab-20.500.12854ir-1735222026-03-19T13:10:51Z Erklärbare Künstliche Intelligenz - Steigerung der Nachvollziehbarkeit überwachter maschineller Lernverfahren Burkart, Nadia Maschinelle Lernverfahren Künstliche Intelligenz Erklärbarkeit Machine Learning Artificial Intelligence Explainability thema EDItEUR::U Computing and Information Technology::UY Computer science Artificial Intelligence is increasingly used in everyday applications. However, its high complexity often leads to a lack of transparency. Explainable Artificial Intelligence addresses this issue by making models and their decisions more understandable. This work contributes to explainable supervised machine learning by introducing a procedure model with five types of explanations and proposing global and local surrogate models to explain both overall model behavior and individual decisions. 2026-03-19T13:10:50Z 2026-03-19T13:10:50Z 2026-03-09T14:46:07Z 2026 book 1863-6489 (Online) https://library.oapen.org/handle/20.500.12657/111370 9783731512660 https://directory.doabooks.org/handle/20.500.12854/173522 ger Karlsruher Schriften zur Anthropomatik open access image/jpeg Attribution-ShareAlike 4.0 International https://library.oapen.org/bitstream/20.500.12657/111370/1/9783731512660.pdf KIT Scientific Publishing KIT Scientific Publishing 10.5445/KSP/1000153485 10.5445/KSP/1000153485 68fffc18-8f7b-44fa-ac7e-0b7d7d979bd2 9783731512660 KIT Scientific Publishing 262 Karlsruhe, Germany open access |
| spellingShingle | Maschinelle Lernverfahren Künstliche Intelligenz Erklärbarkeit Machine Learning Artificial Intelligence Explainability thema EDItEUR::U Computing and Information Technology::UY Computer science Burkart, Nadia Erklärbare Künstliche Intelligenz - Steigerung der Nachvollziehbarkeit überwachter maschineller Lernverfahren |
| title | Erklärbare Künstliche Intelligenz - Steigerung der Nachvollziehbarkeit überwachter maschineller Lernverfahren |
| title_full | Erklärbare Künstliche Intelligenz - Steigerung der Nachvollziehbarkeit überwachter maschineller Lernverfahren |
| title_fullStr | Erklärbare Künstliche Intelligenz - Steigerung der Nachvollziehbarkeit überwachter maschineller Lernverfahren |
| title_full_unstemmed | Erklärbare Künstliche Intelligenz - Steigerung der Nachvollziehbarkeit überwachter maschineller Lernverfahren |
| title_short | Erklärbare Künstliche Intelligenz - Steigerung der Nachvollziehbarkeit überwachter maschineller Lernverfahren |
| title_sort | erklarbare kunstliche intelligenz steigerung der nachvollziehbarkeit uberwachter maschineller lernverfahren |
| topic | Maschinelle Lernverfahren Künstliche Intelligenz Erklärbarkeit Machine Learning Artificial Intelligence Explainability thema EDItEUR::U Computing and Information Technology::UY Computer science |
| topic_facet | Maschinelle Lernverfahren Künstliche Intelligenz Erklärbarkeit Machine Learning Artificial Intelligence Explainability thema EDItEUR::U Computing and Information Technology::UY Computer science |
| url | 1863-6489 (Online) |
| work_keys_str_mv | AT burkartnadia erklarbarekunstlicheintelligenzsteigerungdernachvollziehbarkeituberwachtermaschinellerlernverfahren |