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Research article

First published 2019-1

High-dimensional data analysis with subspace comparison using matrix visualization

Junpeng Wang, Xiaotong Liu, Han-Wei Shen

Information Visualization

Open access

Review article

First published 2022-08

Computational Analysis of High-Dimensional DNA Methylation Data for Cancer Prognosis

Ran Hu, Xianghong Jasmine Zhou, Wenyuan Li

Journal of Computational Biology

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Research article

First published 2017-11

GD-RDA: A New Regularized Discriminant Analysis for High-Dimensional Data

Yan Zhou, Baoxue Zhang, Gaorong Li [...]

Journal of Computational Biology

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Research article

First published 2023-3

Divided-and-combined omnibus test for genetic association analysis with high-dimensional data

Jinjuan Wang, Zhenzhen Jiang, Hongping Guo [...]

Statistical Methods in Medical Research

Open access

Review article

First published 2015

Integrative Analyses of Cancer Data: A Review from a Statistical Perspective

Yingying Wei

Cancer Informatics

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Research article

First published 2024-3

Application of non parametric Bayesian methods in high dimensional data

Yunqing Xia

Journal of Computational Methods in Sciences and Engineering

Open access

Research article

First published 2015

Multigroup Equivalence Analysis for High-Dimensional Expression Data

Celeste Yang, Alfred A. Bartolucci, Xiangqin Cui

Cancer Informatics

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Research article

First published 2013-1

Quality-based guidance for exploratory dimensionality reduction

Sara Johansson Fernstad, Jane Shaw, Jimmy Johansson

Information Visualization

Open access

Research article

First published 2021-3

Small sample sizes: A big data problem in high-dimensional data analysis

Frank Konietschke, Karima Schwab, Markus Pauly

Statistical Methods in Medical Research

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Research article

First published 2010-9

Techniques for Precision-Based Visual Analysis of Projected Data

Tobias Schreck, Tatiana von Landesberger, Sebastian Bremm

Information Visualization

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