Online Estimation for Functional Data

DOI10.1080/01621459.2021.2002158OpenAlexW3214049806MaRDI QIDQ6077556

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Publication date: 18 October 2023

Published in: Journal of the American Statistical Association (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1080/01621459.2021.2002158

zbMATH Keywords

online learningrelative efficiencystreaming datadynamic candidate bandwidths

Mathematics Subject Classification ID

Statistics (62-XX)

Related Items (1)

Renewable Huber estimation method for streaming datasets

Cites Work

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• Functional linear regression analysis for longitudinal data
• From sparse to dense functional data and beyond
• Aggregated estimating equation estimation
• Uniform convergence rates for nonparametric regression and principal component analysis in functional/longitudinal data
• Optimal estimation of the mean function based on discretely sampled functional data: phase transition
• Consistency of restricted maximum likelihood estimators of principal components
• Statistical inferences for functional data
• Partially functional linear regression in high dimensions
• Efficient estimation of conditional variance functions in stochastic regression
• Principal component models for sparse functional data
• Online Prediction of Time Series Data With Kernels
• On the Efficiency of Online Approach to Nonparametric Smoothing of Big Data
• Optimal Distributed Online Prediction using Mini-Batches
• Functional Data Analysis for Sparse Longitudinal Data

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