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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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Detalles Bibliográficos
Autores principales: Ma, Yi-An, Chen, Yuansi, Jin, Chi, Flammarion, Nicolas, Jordan, Michael I.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: National Academy of Sciences 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6800351/
https://www.ncbi.nlm.nih.gov/pubmed/31570618
http://dx.doi.org/10.1073/pnas.1820003116