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| Link zu diesem Datensatz | https://d-nb.info/1379930359 |
| Titel | Advanced Learning Analytics Methods : AI, Precision and Complexity / edited by Mohammed Saqr, Sonsoles López-Pernas |
| Person(en) |
Saqr, Mohammed (Herausgeber) López-Pernas, Sonsoles (Herausgeber) |
| Organisation(en) | SpringerLink (Online service) (Sonstige) |
| Ausgabe | 1st ed. 2026 |
| Verlag | Cham : Springer Nature Switzerland, Imprint: Springer |
| Zeitliche Einordnung | Erscheinungsdatum: 2026 |
| Umfang/Format | Online-Ressource, XXI, 593 p. 146 illus., 136 illus. in color. : online resource. |
| Andere Ausgabe(n) |
Printed edition:: ISBN: 978-3-031-95364-4 Printed edition:: ISBN: 978-3-031-95366-8 Printed edition:: ISBN: 978-3-031-95367-5 |
| Inhalt | 1. Introduction -- Section I. Complex systems in education -- 2. Basics of complex systems -- 3. Advanced Applications of Psychological Network -- 4. Complex networks -- 5. Dynamics of Complex systems -- Section II. Advanced predictive analytics and explainable AI -- 6. Introduction to advanced predictive analytics and explainable AI -- 7. Predictive analytics with explainable AI -- 8. Individualized Instance level explainable AI for educational data -- 9. Automatic explainable machine learning for education applications -- 10. A tutorial on penalized regression methods to Identify key factors relevant to students' learning performance -- 11. Advanced Clustering with explanatory covariates -- 12. An introduction to person-specific methods and precision education -- 13. Idiographic Single Subject Explainable Artificial Intelligence -- 14. Individualized analytics for the learning process -- 15. The Application of NLP to Learning Analytics |
| Persistent Identifier |
URN: urn:nbn:de:101:1-2510260312469.694327861524 DOI: 10.1007/978-3-031-95365-1 |
| URL | https://doi.org/10.1007/978-3-031-95365-1 |
| ISBN/Einband/Preis | 978-3-031-95365-1 |
| Sprache(n) | Englisch (eng) |
| DDC-Notation | 540.71 (maschinell ermittelte DDC-Kurznotation) |
| Sachgruppe(n) | 540 Chemie |
| Online-Zugriff | Archivobjekt öffnen |
Treffer 4 von 3672012
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