Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles

Balaji Lakshminarayanan, Alexander Pritzel, Charles Blundell · NeurIPS 2017 · 2017

arXiv

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Topics

uncertainty

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P2 · NeurIPS 2027

What they did

Estimates predictive uncertainty with an ensemble of independently trained networks, a simple and parallel alternative to Bayesian neural networks.

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BibTeX

@inproceedings{lakshminarayanan2017-deep-ensembles,
  title = {{Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles}},
  author = {Balaji Lakshminarayanan and Alexander Pritzel and Charles Blundell},
  booktitle = {NeurIPS 2017},
  year = {2017},
  eprint = {1612.01474},
  archivePrefix = {arXiv}
}