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Solution of physics-based Bayesian inverse problems with deep generative priors

Dhruv Patel, Deep Ray, Assad A. Oberai

2022Computer Methods in Applied Mechanics and Engineering56 citationsDOIOpen Access PDF

Topics & Concepts

Curse of dimensionalityPrior probabilityInverse problemUncertainty quantificationInferenceBayesian probabilityBayesian inferenceComputer scienceArtificial intelligenceMachine learningGenerative modelStatistical inferenceGenerative grammarMathematicsStatisticsMathematical analysisGaussian Processes and Bayesian InferenceGenerative Adversarial Networks and Image SynthesisModel Reduction and Neural Networks
Solution of physics-based Bayesian inverse problems with deep generative priors | Litcius