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Analysis of High Dimensional Data

SAREV: A review on statistical analytics of single‐cell RNA sequencing data

Advanced Review
Susmita Datta, Dongyuan Wu, Dorothy Ellis
Published Online: May 20 2021
DOI:10.1002/wics.1558

Abstract Full article on Wiley Online Library:   HTML | PDF
Sample and realized minimum variance portfolios: Estimation, statistical inference, and tests

Advanced Review
Vasyl Golosnoy, Bastian Gribisch, Miriam Isabel Seifert
Published Online: May 04 2021
DOI:10.1002/wics.1556

Abstract Full article on Wiley Online Library:   HTML | PDF
Integrative clustering methods for multi‐omics data

Advanced Review
Xiaoyu Zhang, Zhenwei Zhou, Hanfei Xu, Ching‐Ti Liu
Published Online: Feb 08 2021
DOI:10.1002/wics.1553

Abstract Full article on Wiley Online Library:   HTML | PDF
Data analysis on nonstandard spaces

Advanced Review
Stephan F. Huckemann, Benjamin Eltzner
Published Online: Sep 08 2020
DOI:10.1002/wics.1526

Abstract Full article on Wiley Online Library:   HTML | PDF
Robust linear regression for high‐dimensional data: An overview

Advanced Review
Peter Filzmoser, Klaus Nordhausen
Published Online: Jul 08 2020
DOI:10.1002/wics.1524

Abstract Full article on Wiley Online Library:   HTML | PDF
30 Years of space–time covariance functions

Advanced Review
Emilio Porcu, Reinhard Furrer, Douglas Nychka
Published Online: May 20 2020
DOI:10.1002/wics.1512

Abstract Full article on Wiley Online Library:   HTML | PDF
Random projections: Data perturbation for classification problems

Advanced Review
Timothy I. Cannings
Published Online: Feb 05 2020
DOI:10.1002/wics.1499

Abstract Full article on Wiley Online Library:   HTML | PDF
Filtering‐based approaches for functional data classification

Advanced Review
Ci‐Ren Jiang, Lu‐Hung Chen
Published Online: Jan 06 2020
DOI:10.1002/wics.1490

Abstract Full article on Wiley Online Library:   HTML | PDF
On nonparametric conditional independence tests for continuous variables

Advanced Review
Xiaodan Fan, Chun Li
Published Online: Dec 26 2019
DOI:10.1002/wics.1489

Abstract Full article on Wiley Online Library:   HTML | PDF
High‐dimensional covariance matrix estimation

Advanced Review
Clifford Lam
Published Online: Oct 23 2019
DOI:10.1002/wics.1485

Abstract Full article on Wiley Online Library:   HTML | PDF
Tensor decomposition for dimension reduction

Advanced Review
Yu‐Hsiang Cheng, Tzee‐Ming Huang, Su‐Yun Huang
Published Online: Jul 22 2019
DOI:10.1002/wics.1482

Abstract Full article on Wiley Online Library:   HTML | PDF
Multiscalar genetic pathway modeling with hybrid Bayesian networks

Focus Article
Yan Cui, Jesse D. Ziebarth
Published Online: Jul 03 2019
DOI:10.1002/wics.1479

Abstract Full article on Wiley Online Library:   HTML | PDF
High‐dimensional covariance estimation for Gaussian directed acyclic graph models with given order

Focus Article
Kshitij Khare, Jerome Taylor
Published Online: May 22 2019
DOI:10.1002/wics.1468

Abstract Full article on Wiley Online Library:   HTML | PDF
A selective overview of feature screening methods with applications to neuroimaging data

Advanced Review
Jian Kang, Han Xu, Kevin He
Published Online: Sep 21 2018
DOI:10.1002/wics.1454

Abstract Full article on Wiley Online Library:   HTML | PDF
Level set tree methods

Advanced Review
Jussi Klemelä
Published Online: May 31 2018
DOI:10.1002/wics.1436

Abstract Full article on Wiley Online Library:   HTML | PDF
A review of quadratic discriminant analysis for high‐dimensional data

Overview
Yingli Qin
Published Online: May 17 2018
DOI:10.1002/wics.1434

Abstract Full article on Wiley Online Library:   HTML | PDF
Estimation and testing for separable variance–covariance structures

Overview
Pierre Dutilleul
Published Online: Mar 24 2018
DOI:10.1002/wics.1432

Abstract Full article on Wiley Online Library:   HTML | PDF
Biplots: qualititative data

Overview
Sugnet Gardner‐Lubbe, Niël J. Le Roux, John C. Gower
Published Online: Feb 18 2016
DOI:10.1002/wics.1377

Abstract Full article on Wiley Online Library:   HTML | PDF
DataDesk: an interactive package for data exploration, display, model building, and data analysis

Focus Article
Paul F. Velleman
Published Online: Apr 09 2012
DOI:10.1002/wics.1208

Abstract Full article on Wiley Online Library:   HTML | PDF
STATIS and DISTATIS: optimum multitable principal component analysis and three way metric multidimensional scaling

Advanced Review
Hervé Abdi, Lynne J. Williams, Domininique Valentin, Mohammed Bennani‐Dosse
Published Online: Jan 05 2012
DOI:10.1002/wics.198

Abstract Full article on Wiley Online Library:   HTML | PDF
Brushing

Focus Article
Martin Theus
Published Online: Sep 24 2010
DOI:10.1002/wics.132

Abstract Full article on Wiley Online Library:   HTML | PDF
Projection pursuit

Advanced Review
J. Rodney Jee
Published Online: Aug 06 2009
DOI:10.1002/wics.23

Abstract Full article on Wiley Online Library:   HTML | PDF

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