Prediction With Dimension Reduction of Multiple Molecular Data Sources for Patient Survival

Predictive modeling from high-dimensional genomic data is often preceded by a dimension reduction step, such as principal component analysis (PCA). However, the application of PCA is not straightforward for multisource data, wherein multiple sources of ‘omics data measure different but related biolo...

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Bibliographic Details
Main Authors: Adam Kaplan, Eric F Lock
Format: Article
Language:English
Published: SAGE Publishing 2017-07-01
Series:Cancer Informatics
Online Access:https://doi.org/10.1177/1176935117718517