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Closed-Form Results for Prior Constraints in Sum-Product Networks

Incorporating constraints is a major concern in probabilistic machine learning. A wide variety of problems require predictions to be integrated with reasoning about constraints, from modeling routes on maps to approving loan predictions. In the former, we may require the prediction model to respect...

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Detalles Bibliográficos
Autores principales: Papantonis, Ioannis, Belle, Vaishak
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8060637/
https://www.ncbi.nlm.nih.gov/pubmed/33898984
http://dx.doi.org/10.3389/frai.2021.644062