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Dettaglio Insegnamento Context Academic Year 2021/2022 Name Dott. - MI (1385) Modelli e Metodi Matematici per l'Ingegneria / Mathematical Models and Methods in Engineering Programme Year 1 Course Details ID Code 057333 Course Title ADVANCED STATISTICAL LEARNING FOR COMPLEX DATA Course Type MONODISCIPLINARE Credits (CFU / ECTS) 5.0 Course Description The course proposes lessons about the following topics: - Intro & project presentation (2h) - How to face and manage complexity in the data deluge era (3h) - Depth Measures. (3h) - Hierarchical and Mixed Effects Models. (3h) - Spatial Statistics (3h) - Functional Data Analysis (+ focus on Compositional Data) (5h) - Survival and Multistate Models. (3h) - Network Analysis and Neural Networks (3h) For each topic, practical sessions presenting case studies and applied analyses carried out with R will be proposed. Scientific-Disciplinary Sector (SSD) -- Details Alphabetical group Professor Course details From (included) To (excluded) A ZZZZ Ieva Francesca, Menafoglio Alessandra

manifestidott v. 1.7.0 / 1.7.0

Area Servizi ICT

23/05/2022