Bootstrap aggregated classification for sparse functional data

DOI10.1080/02664763.2021.1889997OpenAlexW3131853153MaRDI QIDQ5865431

Hyun-Sung Kim, Yaeji Lim

Publication date: 13 June 2022

Published in: Journal of Applied Statistics (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1080/02664763.2021.1889997

zbMATH Keywords

classificationsparse datafunctional principal component analysisfunctional databootstrap aggregating

Mathematics Subject Classification ID

Applications of statistics (62Pxx) PDEs in connection with statistics (35Q62)

Cites Work

• Unnamed Item
• Bagging predictors
• Probability-enhanced effective dimension reduction for classifying sparse functional data
• Optimal classification for time-course gene expression data using functional data analysis
• Constructing support vector machine ensemble.
• Smoothed functional principal components analysis by choice of norm
• Generalized functional linear models
• Functional Linear Discriminant Analysis for Irregularly Sampled Curves
• Principal component models for sparse functional data
• Generalized Linear Models with Functional Predictors
• Selecting the Number of Principal Components in Functional Data
• Functional Data Analysis for Sparse Longitudinal Data

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