On dimension reduction models for functional data
From MaRDI portal
Publication:1642412
DOI10.1016/j.spl.2018.02.032zbMath1489.62421OpenAlexW2793320491MaRDI QIDQ1642412
Publication date: 20 June 2018
Published in: Statistics \& Probability Letters (Search for Journal in Brave)
Full work available at URL: https://doi.org/10.1016/j.spl.2018.02.032
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Cites Work
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- Sparse clustering of functional data
- An introduction to recent advances in high/infinite dimensional statistics
- Consistent variable selection for functional regression models
- Feature selection for functional data
- Shape classification based on interpoint distance distributions
- Multivariate functional linear regression and prediction
- Peter Hall, functional data analysis and random objects
- A partial overview of the theory of statistics with functional data
- Precise small deviations in \(L_2\) of some Gaussian processes appearing in the regression context
- Inference for functional data with applications
- Variable selection in infinite-dimensional problems
- Single and multiple index functional regression models with nonparametric link
- Robust estimators in semi-functional partial linear regression models
- A partitioned single functional index model
- Partial linear modelling with multi-functional covariates
- Additive prediction and boosting for functional data
- Statistics for functional data
- Semiparametric and nonparametric methods in econometrics
- Modèle à indice fonctionnel simple. (Single functional index model)
- Applied functional data analysis. Methods and case studies
- Big and complex data analysis. Methodologies and applications
- Functional envelope for model-free sufficient dimension reduction
- Optimal global rates of convergence for nonparametric regression
- Nonparametric and semiparametric models.
- Curse of dimensionality and related issues in nonparametric functional regression
- Optimal smoothing in single-index models
- Data-driven \(k\)NN estimation in nonparametric functional data analysis
- Local linear regression modelization when all variables are curves
- Functional projection pursuit regression
- Functional data clustering: a survey
- Functional data analysis.
- Semi-functional partial linear regression
- Nonparametric functional data analysis. Theory and practice.
- Variable selection in functional data classification: a maxima-hunting proposal
- Spatial regression models over two-dimensional manifolds
- Sparse nonparametric model for regression with functional covariate
- Overview of object oriented data analysis
- Partially functional linear varying coefficient model
- Gaussian Process Regression Analysis for Functional Data
- A family of minimax rates for density estimators in continuous time
- A general framework for functional regression modelling
- Theoretical Foundations of Functional Data Analysis, with an Introduction to Linear Operators
- Uniform in bandwidth consistency for various kernel estimators involving functional data
- Continuously additive models for nonlinear functional regression
- Functional Additive Models
- Spatial Spline Regression Models
- Estimation and inference in functional single-index models
- Comments on: ``Probability enhanced effective dimension reduction for classifying sparse functional data
- Functional Principal Component Regression and Functional Partial Least‐squares Regression: An Overview and a Comparative Study
- Methods for Scalar‐on‐Function Regression