Search Results for author: Jaeyong Lee

Found 4 papers, 0 papers with code

Asymptotic Properties for Bayesian Neural Network in Besov Space

no code implementations1 Jun 2022 Kyeongwon Lee, Jaeyong Lee

In this paper, we show that the Bayesian neural network using spike-and-slab prior has consistency with nearly minimax convergence rate when the true regression function is in the Besov space.

regression

Estimation of Conditional Mean Operator under the Bandable Covariance Structure

no code implementations11 Mar 2021 Kwangmin Lee, Kyoungjae Lee, Jaeyong Lee

We propose the blockwise tapering estimator of the regression coefficient, which has the minimax optimal convergence rate for the regression coefficient under the bandable covariance assumption.

Statistics Theory Statistics Theory

Lévy Adaptive B-spline Regression via Overcomplete Systems

no code implementations28 Jan 2021 Sewon Park, Hee-Seok Oh, Jaeyong Lee

The estimation of functions with varying degrees of smoothness is a challenging problem in the nonparametric function estimation.

Methodology 62G08

Seroprevalence of SARS-CoV-2 antibodies in South Korea

no code implementations28 Jan 2021 Kwangmin Lee, Seongil Jo, Jaeyong Lee

We analyze the seroprevalence surveys using a Bayesian method with an informative prior distribution on the seroprevalence parameter, and the sensitivity and specificity of the diagnostic test.

Applications

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