Christian Carmona Perez

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Methods for Bayesian modeling under mispecification

..

Publications

2022

• C. U. Carmona , G. Nicholls , Scalable Semi-Modular Inference with Variational Meta-Posteriors, Apr. 2022.
  
  @article{Carmona2022scalable,
    author = {Carmona, C. U. and Nicholls, G.K.},
    month = apr,
    title = {Scalable Semi-Modular Inference with Variational Meta-Posteriors},
    year = {2022}
  }
  

• G. K. Nicholls , J. E. Lee , C. H. Wu , C. U. Carmona , Valid belief updates for prequentially additive loss functions arising in Semi-Modular Inference, Jan. 2022.
  
  @article{Nicholls2022,
    author = {Nicholls, G. K. and Lee, J. E. and Wu, C. H. and Carmona, C. U.},
    month = jan,
    title = {Valid belief updates for prequentially additive loss functions arising in Semi-Modular Inference},
    year = {2022}
  }
  

2020

• C. Carmona , G. K. Nicholls , Semi-Modular Inference: enhanced learning in multi-modular models by tempering the influence of components, in Proceedings of the Twenty Third International Conference on Artificial Intelligence and Statistics, AISTATS, 2020, vol. 108, 4226–4235.
  

  @inproceedings{carmona2020aistats,
    author = {Carmona, C.U. and Nicholls, Geoff K.},
    title = {{S}emi-{M}odular {I}nference: enhanced learning in multi-modular models by tempering the influence of components},
    booktitle = {Proceedings of the Twenty Third International Conference on Artificial Intelligence and Statistics, {AISTATS}},
    volume = {108},
    pages = {4226-4235},
    year = {2020},
    publisher = {PMLR}
  }