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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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Podrobná bibliografie
Vydáno v:Proc Natl Acad Sci U S A
Hlavní autoři: Ma, Yi-An, Chen, Yuansi, Jin, Chi, Flammarion, Nicolas, Jordan, Michael I.
Médium: Artigo
Jazyk:Inglês
Vydáno: National Academy of Sciences 2019
Témata:
On-line přístup: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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