Sparse principal balances

DOI10.1177/1471082X14535525MaRDI QIDQ4971411

Peter Filzmoser, Karel Hron, Mehmet Can Mert

Publication date: 12 October 2020

Published in: Statistical Modelling (Search for Journal in Brave)

zbMATH Keywords

principal component analysiscompositional datasparsenessisometric logratio transformation

Mathematics Subject Classification ID

Statistics (62-XX)

Related Items (3)

Advances in principal balances for compositional data ⋮ Classical and robust regression analysis with compositional data ⋮ Variable selection in compositional data analysis using pairwise logratios

Uses Software

• PMA
• MetabolAnalyze

Cites Work

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• A penalized matrix decomposition, with applications to sparse principal components and canonical correlation analysis
• Isometric logratio transformations for compositional data analysis
• Reply to ``On the Harker variation diagrams; \dots by J.A. Cortés
• Groups of parts and their balances in compositional data analysis
• Special issue: Advances in compositional data. Selected papers based on the presentations at the CODAWORK 03, workshop on compositional data analysis, Girona, Spain, October 2003
• Model-based replacement of rounded zeros in compositional data: classical and robust approaches
• Biplots of Compositional Data
• Principal component analysis of compositional data

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