U-Statistical Inference for Hierarchical Clustering

DOI10.1080/10618600.2020.1796398OpenAlexW3043639995MaRDI QIDQ5066424

Marcio Valk, Gabriela B. Cybis

Publication date: 29 March 2022

Published in: Journal of Computational and Graphical Statistics (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1080/10618600.2020.1796398

zbMATH Keywords

hierarchical clusteringcluster analysishigh-dimensional datastatistical testing

Mathematics Subject Classification ID

Statistics (62-XX)

Related Items (1)

uclust

Uses Software

• pvclust
• SigClust
• LFW
• OpenFace

Cites Work

• Approximately unbiased tests of regions using multistep-multiscale bootstrap resampling
• Highly Robust Estimation of the Autocovariance Function
• Decomposability of high-dimensional diversity measures: quasi-\(U\)-statistics, martingales and nonstandard asymptotics
• Breakthroughs in statistics. Volume II: Methodology and distribution
• Statistical Significance of Clustering for High-Dimension, Low–Sample Size Data
• Bootstrapping for Significance of Compact Clusters in Multidimensional Datasets
• Clustering and classification problems in genetics through U-statistics
• Phylogenetic trees via Hamming distance decomposition tests
• Time‐series clustering via quasi U‐statistics
• A Class of Statistics with Asymptotically Normal Distribution
• Statistical Significance for Hierarchical Clustering

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