Robustness in Sum-Product Networks with continuous and categorical data

Autor: Rob de Wit, Campos, Cassio P., Diarmaid Conaty, Jesús Martínez del Rincón

Publikováno v: de Wit, R, de Campos, C P, Conaty, D & Martinez del Rincon, J 2019, Robustness in Sum-Product Networks with continuous and categorical data . in International symposium on imprecise probabilities . vol. 103, pp. 156-158, International symposium on imprecise probabilities, Ghent, Belgium, 03/07/2019 . < http://proceedings.mlr.press/v103/de-wit19a.html >
Queen's University Belfast-PURE

Sum-product networks are a popular family of probabilistic graphical models for which marginal inference can be performed in polynomial time. After learning sum-product networks from scarce data, small variations of parameters could lead to different

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https://pure.qub.ac.uk/en/publications/3011e95f-8008-4cef-a7e4-e344dacac524