Nonlinear expression and visualization of nonmetric relationships in genetic diseases and microbiome data

Nonlinear expression and visualization of nonmetric relationships in genetic diseases and microbiome data

Abstract Background The traditional methods of visualizing high-dimensional data objects in low-dimensional metric spaces are subject to the basic limitations of metric space. These limitations result in multidimensional scaling that fails to faithfully represent non-metric similarity data. Results...

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Bibliographic Details
Main Authors: Xianchao Zhu, Xianjun Shen, Xingpeng Jiang, Kaiping Wei, Tingting He, Yuanyuan Ma, Jiaqi Liu, Xiaohua Hu
Format: Article
Language:English
Published: BMC 2018-12-01
Series:BMC Bioinformatics
Subjects:
Multiple maps t-SNE
Data visualization
Non-metric similarities
Nesterov momentum
Online Access:http://link.springer.com/article/10.1186/s12859-018-2537-z

Internet

http://link.springer.com/article/10.1186/s12859-018-2537-z

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