Articles with "observations bayesian" as a keyword



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Influential Observations in Bayesian Regression Tree Models

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Published in 2022 at "Journal of Computational and Graphical Statistics"

DOI: 10.1080/10618600.2023.2210180

Abstract: BCART (Bayesian Classification and Regression Trees) and BART (Bayesian Additive Regression Trees) are popular Bayesian regression models widely applicable in modern regression problems. Their popularity is intimately tied to the ability to flexibly model complex… read more here.

Keywords: regression; bayesian regression; tree models; regression tree ... See more keywords
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Learning Dynamical Systems From Quantized Observations: A Bayesian Perspective

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Published in 2022 at "IEEE Transactions on Automatic Control"

DOI: 10.1109/tac.2021.3122385

Abstract: Identification of dynamical systems from low-resolution quantized observations presents several challenges because of the limited amount of information available in the data and since proper algorithms have to be designed to handle the error due… read more here.

Keywords: learning dynamical; quantized observations; systems quantized; dynamical systems ... See more keywords