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Discovering Partial Least Squares with JMP by Ian Cox, Marie Gaudard

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7Water Quality in the Savannah River Basin

Background

The Data

Data Table Description

Initial Data Visualization

Missing Response Values

Impute Missing Data

Distributions

Transforming AGPT

Differences by Ecoregion

Conclusions from Visual Analysis and Implications

A First PLS Model for the Savannah River Basin

Our Plan

Performing the Analysis

The Partial Least Squares Report

The NIPALS Fit Report

Defining a Pruned Model

A Pruned PLS Model for the Savannah River Basin

Model Fit

Diagnostics

Saving the Prediction Formulas

Comparing Actual Values to Predicted Values for the Test Set

A First PLS Model for the Blue Ridge Ecoregion

Making the Subset

Reviewing the Data

Performing the Analysis

The NIPALS Fit Report

A Pruned PLS Model for the Blue Ridge ...

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