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Sampling can be faster than optimization

Optimization algorithms and Monte Carlo sampling algorithms have provided the computational foundations for the rapid growth in applications of statistical machine learning in recent years. There is, however, limited theoretical understanding of the relationships between these 2 kinds of methodology...

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Detalhes bibliográficos
Publicado no:Proc Natl Acad Sci U S A
Main Authors: Ma, Yi-An, Chen, Yuansi, Jin, Chi, Flammarion, Nicolas, Jordan, Michael I.
Formato: Artigo
Idioma:Inglês
Publicado em: National Academy of Sciences 2019
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC6800351/
https://ncbi.nlm.nih.gov/pubmed/31570618
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1073/pnas.1820003116
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