Unknown

Dataset Information

0

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

Json Xml
altmetric image

Publications

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]

Similar Datasets

Unknown Downscaling GRACE total water storage change using partial least squares regression.
| S-EPMC7998002 | biostudies-literature
Unknown Determinants of Antibiotic Consumption - Development of a Model using Partial Least Squares Regression based on Data from India.
| S-EPMC5913309 | biostudies-literature
Unknown Gene Function Prediction from Functional Association Networks Using Kernel Partial Least Squares Regression.
| S-EPMC4545790 | biostudies-literature
Unknown Drift Subtraction for Fast-Scan Cyclic Voltammetry Using Double-Waveform Partial-Least-Squares Regression.
| S-EPMC7357255 | biostudies-literature
Unknown Fitting and Cross-Validating Cox Models to Censored Big Data With Missing Values Using Extensions of Partial Least Squares Regression Models
| S-EPMC8591675 | biostudies-literature
Unknown Partial Least Squares Regression Performs Well in MRI-Based Individualized Estimations.
| S-EPMC6890557 | biostudies-literature
Unknown Determination of carbohydrates present in Saccharomyces cerevisiae using mid-infrared spectroscopy and partial least squares regression.
| S-EPMC3777185 | biostudies-literature
Unknown Rapid tannin profiling of tree fodders using untargeted mid-infrared spectroscopy and partial least squares regression.
| S-EPMC7866629 | biostudies-literature
Unknown Prediction of clinical depression scores and detection of changes in whole-brain using resting-state functional MRI data with partial least squares regression.
| S-EPMC5507488 | biostudies-literature
Unknown Performances of full cross-validation partial least squares regression models developed using Raman spectral data for the prediction of bull beef sensory attributes.
| S-EPMC6141602 | biostudies-literature