Literature DB >> 30197552

A survey of high dimension low sample size asymptotics.

Makoto Aoshima1, Dan Shen2, Haipeng Shen3, Kazuyoshi Yata1, Yi-Hui Zhou4, J S Marron5.   

Abstract

Peter Hall's work illuminated many aspects of statistical thought, some of which are very well known including the bootstrap and smoothing. However, he also explored many other lesser known aspects of mathematical statistics. This is a survey of one of those areas, initiated by a seminal paper in 2005, on high dimension low sample size asymptotics. An interesting characteristic of that first paper, and of many of the following papers, is that they contain deep and insightful concepts which are frequently surprising and counter-intuitive, yet have mathematical underpinnings which tend to be direct and not difficult to prove.

Entities:  

Keywords:  Canonical correlations; Classification; Geometric representation; Hypothesis testing; PCA

Year:  2018        PMID: 30197552      PMCID: PMC6124695          DOI: 10.1111/anzs.12212

Source DB:  PubMed          Journal:  Aust N Z J Stat        ISSN: 1369-1473            Impact factor:   0.640


  13 in total

1.  Adjustment of systematic microarray data biases.

Authors:  Monica Benito; Joel Parker; Quan Du; Junyuan Wu; Dong Xiang; Charles M Perou; J S Marron
Journal:  Bioinformatics       Date:  2004-01-01       Impact factor: 6.937

2.  Biclustering via sparse singular value decomposition.

Authors:  Mihee Lee; Haipeng Shen; Jianhua Z Huang; J S Marron
Journal:  Biometrics       Date:  2010-12       Impact factor: 2.571

3.  Complement factor H polymorphism in age-related macular degeneration.

Authors:  Robert J Klein; Caroline Zeiss; Emily Y Chew; Jen-Yue Tsai; Richard S Sackler; Chad Haynes; Alice K Henning; John Paul SanGiovanni; Shrikant M Mane; Susan T Mayne; Michael B Bracken; Frederick L Ferris; Jurg Ott; Colin Barnstable; Josephine Hoh
Journal:  Science       Date:  2005-03-10       Impact factor: 47.728

4.  Bidirectional discrimination with application to data visualization.

Authors:  Hanwen Huang; Yufeng Liu; J S Marron
Journal:  Biometrika       Date:  2012-07-24       Impact factor: 2.445

5.  A Pure L1-norm Principal Component Analysis.

Authors:  Jp Brooks; Jh Dulá; El Boone
Journal:  Comput Stat Data Anal       Date:  2013-05-01       Impact factor: 1.681

6.  Discussion of "Sure Independence Screening for Ultra-High Dimensional Feature Space.

Authors:  Hao Helen Zhang
Journal:  J R Stat Soc Series B Stat Methodol       Date:  2008-11       Impact factor: 4.488

7.  Predictive learning with structured (grouped) data.

Authors:  Lichen Liang; Feng Cai; Vladimir Cherkassky
Journal:  Neural Netw       Date:  2009-07-02

8.  JOINT AND INDIVIDUAL VARIATION EXPLAINED (JIVE) FOR INTEGRATED ANALYSIS OF MULTIPLE DATA TYPES.

Authors:  Eric F Lock; Katherine A Hoadley; J S Marron; Andrew B Nobel
Journal:  Ann Appl Stat       Date:  2013-03-01       Impact factor: 2.083

9.  Computation of ancestry scores with mixed families and unrelated individuals.

Authors:  Yi-Hui Zhou; James S Marron; Fred A Wright
Journal:  Biometrics       Date:  2017-04-27       Impact factor: 2.571

10.  SigFuge: single gene clustering of RNA-seq reveals differential isoform usage among cancer samples.

Authors:  Patrick K Kimes; Christopher R Cabanski; Matthew D Wilkerson; Ni Zhao; Amy R Johnson; Charles M Perou; Liza Makowski; Christopher A Maher; Yufeng Liu; J S Marron; D Neil Hayes
Journal:  Nucleic Acids Res       Date:  2014-07-16       Impact factor: 16.971

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  2 in total

1.  diproperm: An R Package for the DiProPerm Test.

Authors:  Andrew G Allmon; J S Marron; Michael G Hudgens
Journal:  R J       Date:  2021-08-17       Impact factor: 1.673

2.  Resolution of the curse of dimensionality in single-cell RNA sequencing data analysis.

Authors:  Yusuke Imoto; Tomonori Nakamura; Emerson G Escolar; Michio Yoshiwaki; Yoji Kojima; Yukihiro Yabuta; Yoshitaka Katou; Takuya Yamamoto; Yasuaki Hiraoka; Mitinori Saitou
Journal:  Life Sci Alliance       Date:  2022-08-09
  2 in total

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