Clustering multivariate functional data using unsupervised binary trees
type: Item
instance of: scholarly article
title: Clustering multivariate functional data using unsupervised binary trees
author: Steven Golovkine
author: Nicolas Klutchnikoff
author: Valentin Patilea
published in: Computational Statistics and Data Analysis
publication date: 2022-02-18T00:00:00Z
full work available at URL: https://arxiv.org/abs/2012.05973
Mathematics Subject Classification ID: 62-XX
zbMATH DE Number: 7476361
zbMATH Keywords: Gaussian mixtures
zbMATH Keywords: model-based clustering
zbMATH Keywords: multivariate functional principal components
describes a project that uses: funHDDC
describes a project that uses: fda (R)
describes a project that uses: MBCbook
describes a project that uses: Funclustering
describes a project that uses: Scikit
MaRDI profile type: Publication
OpenAlex ID: W3209210036
cites work: Model-based clustering of time series in group-specific functional subspaces
cites work: The discriminative functional mixture model for a comparative analysis of bike sharing systems
cites work: Model-Based Clustering and Classification for Data Science
cites work: Unexpected properties of bandwidth choice when smoothing discrete data for constructing a functional data classifier
cites work: A model-selection-based self-splitting Gaussian mixture learning with application to speaker identification
cites work: Defining probability density for a distribution of random functions
cites work: Achieving near Perfect Classification for Functional Data
cites work: Classification Using Censored Functional Data
cites work: Clustering Functional Data into Groups by Using Projections
cites work: Q4139463
cites work: Editorial for the special issue on high-dimensional and functional data analysis
cites work: Interpretable clustering using unsupervised binary trees
cites work: Multivariate Functional Principal Component Analysis for Data Observed on Different (Dimensional) Domains
cites work: Inference for functional data with applications
cites work: Functional data clustering: a survey
cites work: Model-based clustering for multivariate functional data
cites work: Functional cluster analysis via orthonormalized Gaussian basis expansions and its application
cites work: Functional data analysis of amplitude and phase variation
cites work: Clustering multivariate functional data with phase variation
cites work: Q5396710
cites work: Functional data analysis.
cites work: Q3394879
cites work: Q3909512
cites work: Clustering multivariate functional data in group-specific functional subspaces
cites work: Estimating the dimension of a model
cites work: Clustering functional data
cites work: Crisp and fuzzy k-means clustering algorithms for multivariate functional data
cites work: Clustering acoustic emission signals by mixing two stages dimension reduction and nonparametric approaches
cites work: Functional Data Analysis for Sparse Longitudinal Data
DOI: 10.1016/J.CSDA.2021.107376
description: scientific article; zbMATH DE number 7476361