Principal component analysis for compositional data vectors

DOI10.1007/S00180-015-0570-1zbMath1329.65036OpenAlexW2070288120MaRDI QIDQ906145

Rong Guan, Liying Shangguan, L. Billard, Hui-Wen Wang

Publication date: 29 January 2016

Published in: Computational Statistics (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1007/s00180-015-0570-1

zbMATH Keywords

compositional datasimplex spaceprincipal component analysis (PCA)logratio transformation

Mathematics Subject Classification ID

Computational methods for problems pertaining to statistics (62-08) Factor analysis and principal components; correspondence analysis (62H25)

Related Items (3)

Incremental modelling for compositional data streams ⋮ Sliced inverse regression method for multivariate compositional data modeling ⋮ Logratio Approach to Distributional Modeling

Uses Software

• fda (R)

Cites Work

• Robust functional principal components: a projection-pursuit approach
• A hyperspherical transformation forecasting model for compositional data
• Principal component analysis on interval data
• Principal component analysis.
• BLU estimators and compositional data
• Functional data analysis.
• Functional outlier detection with robust functional principal component analysis
• Biplots of Compositional Data
• Principal component analysis of compositional data
• Geometric approach to statistical analysis on the simplex
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