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Variance Reduction in Stochastic Gradient Langevin Dynamics

Stochastic gradient-based Monte Carlo methods such as stochastic gradient Langevin dynamics are useful tools for posterior inference on large scale datasets in many machine learning applications. These methods scale to large datasets by using noisy gradients calculated using a mini-batch or subset o...

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Bibliografske podrobnosti
izdano v:Adv Neural Inf Process Syst
Main Authors: Dubey, Avinava, Reddi, Sashank J., Póczos, Barnabás, Smola, Alexander J., Xing, Eric P., Williamson, Sinead A.
Format: Artigo
Jezik:Inglês
Izdano: 2016
Teme:
Online dostop:https://ncbi.nlm.nih.gov/pmc/articles/PMC5508544/
https://ncbi.nlm.nih.gov/pubmed/28713210
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