Sampling Can Be Faster Than Optimization

Proceedings of the National Academy of Sciences of the United States of America, Volume abs/1811.08413, 2019, Pages 201820003

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Abstract:

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 two kinds of methodology, and limited understanding of relativ...More

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