Multi-class classification of biomechanical data: A functional LDA approach based on multi-class penalized functional PLS
From MaRDI portal
Publication:3386481
DOI10.1177/1471082X19871157OpenAlexW4237337081MaRDI QIDQ3386481
M. Carmen Aguilera-Morillo, Ana M. Aguilera
Publication date: 4 January 2021
Published in: Statistical Modelling (Search for Journal in Brave)
Full work available at URL: https://doi.org/10.1177/1471082x19871157
Related Items (3)
Function-on-function partial quantile regression ⋮ A robust scalar-on-function logistic regression for classification ⋮ Basis expansion approaches for functional analysis of variance with repeated measures
Uses Software
Cites Work
- Functional PCA and base-line logit models
- Inference for functional data with applications
- Methodology and theory for partial least squares applied to functional data
- Regularization in discriminant analysis: an overview
- Principal component analysis of gait kinematics data in acute and chronic stroke patients
- Asymptotic theory for the principal component analysis of a vector random function: Some applications to statistical inference
- An extension of Fisher's discriminant analysis for stochastic processes
- An ANOVA test for functional data
- PLS regression on a stochastic process
- PLS classification on functional data
- Computational considerations in functional principal component analysis
- Functional PLS logit regression model
- Functional data analysis
- Flexible smoothing with \(B\)-splines and penalties. With comments and a rejoinder by the authors
- Applied functional data analysis. Methods and case studies
- Penalized discriminant analysis
- Functional principal components analysis by choice of norm
- Nonparametric functional data analysis. Theory and practice.
- Functional Linear Discriminant Analysis for Irregularly Sampled Curves
- Componentwise classification and clustering of functional data
- Functional Data Analysis with R and MATLAB
- Functional Principal Component Regression and Functional Partial Least Squares
- Introduction to Functional Data Analysis
- Generalized Linear Models with Functional Predictors
- Principal component estimation of functional logistic regression: discussion of two different approaches
- OUP accepted manuscript
- Achieving near Perfect Classification for Functional Data
- P-spline Estimation of Functional Classification Methods for Improving the Quality in the Food Industry
This page was built for publication: Multi-class classification of biomechanical data: A functional LDA approach based on multi-class penalized functional PLS