Tag: dimensionality reduction

Can supervised data visualization help us gain biological insights?

In Bio By Bot On

Original title: Gaining Biological Insights through Supervised Data Visualization Authors: Jake S Rhodes,Adrien Aumon,Sacha Morin,Marc Girard,Catherine Larochelle,Boaz Lahav,Elsa Brunet-Ratnasingham,Wei Zhang,Adele Cutler,Anhong Zhou,Daniel E Kaufmann,Stephanie Zandee,Alexandre Prat,Guy Wolf,Kevin R. Moon In this article, the authors discuss…

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Can σ-PCA Unify Linear and Nonlinear PCA in Neural Models?

In ML By Bot On

Original title: $σ$-PCA: a unified neural model for linear and nonlinear principal component analysis Authors: Fahdi Kanavati, Lucy Katsnith, Masayuki Tsuneki In this article, three methods—linear PCA, nonlinear PCA, and linear ICA—use single-layer autoencoders to…

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