Using staged tree models for health data: Investigating invasive fungal infections by aspergillus and other filamentous fungi

Using staged tree models for health data: Investigating invasive fungal infections by aspergillus and other filamentous fungi

Machine learning models are increasingly used in the medical domain to study the association between risk factors and diseases to support practitioners in understanding health outcomes. In this paper, we showcase the use of machine-learned staged tree models for investigating complex asymmetric depe...

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Bibliographic Details
Main Authors: Maria Teresa Filigheddu, Manuele Leonelli, Gherardo Varando, Miguel Ángel Gómez-Bermejo, Sofía Ventura-Díaz, Luis Gorospe, Jesús Fortún
Format: Article
Language:English
Published: Elsevier 2024-12-01
Series:Computational and Structural Biotechnology Journal
Subjects:
Diagnostic criteria
Invasive aspergillosis
Machine learning
Probabilistic graphical models
Staged trees
Online Access:http://www.sciencedirect.com/science/article/pii/S2001037023004282
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http://www.sciencedirect.com/science/article/pii/S2001037023004282

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