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Using partial least squares regression to analyze cellular response data.


ABSTRACT: This Teaching Resource provides lecture notes, slides, and a problem set for a lecture introducing the mathematical concepts and interpretation of partial least squares regression (PLSR) that were part of a course entitled "Systems Biology: Mammalian Signaling Networks." PLSR is a multivariate regression technique commonly applied to analyze relationships between signaling or transcriptional data and cellular behavior.

SUBMITTER: Kreeger PK 

PROVIDER: S-EPMC4965874 | biostudies-literature | 2013 Apr

REPOSITORIES: biostudies-literature

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Using partial least squares regression to analyze cellular response data.

Kreeger Pamela K PK  

Science signaling 20130416 271


This Teaching Resource provides lecture notes, slides, and a problem set for a lecture introducing the mathematical concepts and interpretation of partial least squares regression (PLSR) that were part of a course entitled "Systems Biology: Mammalian Signaling Networks." PLSR is a multivariate regression technique commonly applied to analyze relationships between signaling or transcriptional data and cellular behavior. ...[more]

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