Learning Optimal Filters Using Variational Inference

Learning Optimal Filters Using Variational Inference

26 June 2024

Ricardo Baptista

Papers citing "Learning Optimal Filters Using Variational Inference"

13 / 13 papers shown

Title
Ensemble Kalman filter in latent space using a variational autoencoder pair I. Pasmans Yumeng Chen Tobias S. Finn Marc Bocquet A. Carrassi 88 0 0 18 Feb 2025
A convergent scheme for the Bayesian filtering problem based on the Fokker--Planck equation and deep splitting Kasper Bågmark Adam Andersson S. Larsson Filip Rydin 133 0 0 20 Jan 2025
Inverse Problems and Data Assimilation: A Machine Learning Approach Eviatar Bach Ricardo Baptista Daniel Sanz-Alonso Andrew Stuart AI4CE 36 2 0 14 Oct 2024
Accuracy of the Ensemble Kalman Filter in the Near-Linear Setting Edoardo Calvello Pierre Monmarché Andrew M. Stuart U. Vaes 59 4 0 15 Sep 2024
FourCastNet: A Global Data-driven High-resolution Weather Model using Adaptive Fourier Neural Operators Jaideep Pathak Shashank Subramanian P. Harrington S. Raja Ashesh Chattopadhyay ... Zong-Yi Li Kamyar Azizzadenesheli Pedram Hassanzadeh K. Kashinath Anima Anandkumar AI4Cl 204 682 0 22 Feb 2022
Learning to Assimilate in Chaotic Dynamical Systems Michael McCabe Jed Brown AI4TS 61 11 0 01 Nov 2021
Online Variational Filtering and Parameter Learning Andrew Campbell Yuyang Shi Tom Rainforth Arnaud Doucet BDL 60 21 0 26 Oct 2021
Auto-differentiable Ensemble Kalman Filters Yuming Chen D. Sanz-Alonso Rebecca Willett 70 36 0 16 Jul 2021
A Framework for Machine Learning of Model Error in Dynamical Systems Matthew E. Levine Andrew M. Stuart 56 69 0 14 Jul 2021
Data Assimilation Networks Pierre Boudier Anthony Fillion Serge Gratton S. Gürol Sixin Zhang AI4CE 42 11 0 19 Oct 2020
Coupling techniques for nonlinear ensemble filtering Alessio Spantini Ricardo Baptista Youssef Marzouk 75 76 0 30 Jun 2019
A General Method for Amortizing Variational Filtering Joseph Marino Milan Cvitkovic Yisong Yue 65 34 0 13 Nov 2018
Variational Inference: A Review for Statisticians David M. Blei A. Kucukelbir Jon D. McAuliffe BDL 244 4,778 0 04 Jan 2016