322 citations · 1.3k across the 48 of their papers we have counts for
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math.ST2016★ 3 cited
A simple method to construct confidence bands in functional linear regression
Masaaki Imaizumi, Kengo Kato
This paper develops a simple method to construct confidence bands, centered at a principal component analysis (PCA) based estimator, for the slope function in a functional linear r…
math.ST2016★ 4 cited
PCA-based estimation for functional linear regression with functional responses
Masaaki Imaizumi, Kengo Kato
This paper studies a regression model where both predictor and response variables are random functions. We consider a functional linear model where the conditional mean of the resp…
math.ST2016★ 4 cited
Uniform confidence bands in deconvolution with unknown error distribution
Kengo Kato, Yuya Sasaki
This paper develops a method to construct uniform confidence bands in deconvolution when the error distribution is unknown. We mainly focus on the baseline setting where an auxilia…