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Covariance function versus covariance matrix estimation in efficient semi-parametric regression for longitudinal data analysis.
Shengji Jia
Chunming Zhang
Haoran Lu
Published in:
J. Multivar. Anal. (2022)
Keyphrases
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semi parametric
covariance matrix
covariance matrices
data analysis
regression model
gaussian processes
density estimation
regression problems
statistical inference
covariance function
least squares
gaussian process regression
principal component analysis
sample size
linear model
machine learning
gaussian process
objective function
linear regression
parametric models
learning problems
vector space
model selection
pairwise
learning algorithm