Stat > Regression > Partial Least Squares > Graphs
You can display plots that examine the PLS model, the standardized residuals, and the components. See Understanding PLS graphs.
Model Evaluation
Model selection plot: Check to plot the R2 values for the fitted and cross-validated models.
Response plot: Check to plot the fitted and cross-validated responses versus the actual responses.
Coefficient plot: Check to plot the unstandardized regression coefficients for each predictor.
Std coefficient plot: Check to plot the standardized regression coefficients for each predictor
Distance plot: Check to plot each observation's distance from the x-model and distance from the y-model.
Residual Analysis
Residual histogram: Check to display a histogram of the standardized residuals.
Residual normal plot: Check to display a normal probability plot of the standardized residuals.
Residual versus fit: Check to display standardized residuals versus the fitted values.
Residual versus leverage: Check to display standardized residuals versus the leverages.
Residual fourpack: Choose to display a layout of a histogram of standardized residuals, a normal plot of standardized residuals, a plot of standardized residuals versus fits, and a plot of standardized residuals versus leverages.
Component Evaluation
Score plot: Check to plot the x-scores of the first component versus the second component.
3D score plot: Check to plot the x-scores of the first component, second and third components.
Loading plot: Check to plot the x-loadings of the first component versus the second component.
Residual X plot: Check to display a line plot of the residual x-values.
Calculated X plot: Check to display a line plot of the fitted x-values.