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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Bibliographic Details
Main Authors: Ioannis Papantonis, Vaishak Belle
Format: Article
Language:English
Published: Frontiers Media S.A. 2021-04-01
Series:Frontiers in Artificial Intelligence
Subjects:
Online Access:https://www.frontiersin.org/articles/10.3389/frai.2021.644062/full