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Density estimation using deep generative neural networks

Density estimation is one of the fundamental problems in both statistics and machine learning. In this study, we propose Roundtrip, a computational framework for general-purpose density estimation based on deep generative neural networks. Roundtrip retains the generative power of deep generative mod...

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Détails bibliographiques
Publié dans:Proc Natl Acad Sci U S A
Auteurs principaux: Liu, Qiao, Xu, Jiaze, Jiang, Rui, Wong, Wing Hung
Format: Artigo
Langue:Inglês
Publié: National Academy of Sciences 2021
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Accès en ligne:https://ncbi.nlm.nih.gov/pmc/articles/PMC8054014/
https://ncbi.nlm.nih.gov/pubmed/33833061
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1073/pnas.2101344118
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