Multiview cluster aggregation and splitting, with an application to multiomic breast cancer data

DOI10.1214/19-AOAS1317zbMath1446.62274OpenAlexW2901115697MaRDI QIDQ2194461

Yanyan Li

Publication date: 26 August 2020

Published in: The Annals of Applied Statistics (Search for Journal in Brave)

Full work available at URL: https://projecteuclid.org/euclid.aoas/1593449324

zbMATH Keywords

multiviewclusteringcluster merging and splittingmultiomic dataTCGA

Mathematics Subject Classification ID

Classification and discrimination; cluster analysis (statistical aspects) (62H30) Applications of statistics to biology and medical sciences; meta analysis (62P10)

Related Items (2)

Clustering transformed compositional data usingK-means, with applications in gene expression and bicycle sharing system data ⋮ maskmeans

Uses Software

• R
• ggplot2
• JIVE
• CAPUSHE
• fclust
• ComplexHeatmap
• MVDA

Cites Work

• Angle-based joint and individual variation explained
• Slope heuristics: overview and implementation
• Joint and individual variation explained (JIVE) for integrated analysis of multiple data types
• ggplot2
• Structural learning and integrative decomposition of multi‐view data
• Unnamed Item
• Unnamed Item

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