projectedLearner-class {MLInterfaces} | R Documentation

## Class `"projectedLearner"`

### Description

helps depict prediction hyperregions from high-dimensional models

### Objects from the Class

Objects can be created by calls of the form `new("projectedLearner", ...)`.

### Slots

`fittedLearner`:

  Object of class `"classifierOutput"`

`trainingSetPCA`:

  Object of class `"prcomp"`

`trainingLabels`:

  Object of class `"ANY"` given labels for features used in training

`testLabels`:

  Object of class `"ANY"` given labels for features used in testing

`gridFeatsProjectedToTrainingPCs`:

  Object of class `"matrix"` rotated coordinates of training features

`gridPredictions`:

  Object of class `"ANY"` predicted labels for all grid points

`trainFeatsProjectedToTrainingPCs`:

  Object of class `"matrix"` rotated coordinates of training features

`testFeatsProjectedToTrainingPCs`:

  Object of class `"matrix"` rotated coordinates of test features

`trainPredictions`:

  Object of class `"ANY"` predicted labels for training features

`testPredictions`:

  Object of class `"ANY"` predicted labels for test features

`theCall`:

  Object of class `"call"` call used to generate this wonderful thing

### Methods

learnerIn3D

  `signature(x = "projectedLearner")`: uses `rgl` to give a dynamic 3d-like projection of labels in colored regions. See `projectLearnerToGrid` for an example.

plot

  `signature(x = "projectedLearner", y = "ANY")`: pairs plot of the tesselated PCA of the training features

plotOne

  `signature(x = "projectedLearner")`: a 2d plot of tesselation projection for selected axes of the PCA

show

  `signature(object = "projectedLearner")`: object housing numerical resources for the renderings

### Note

`plot` may need to be modified when there are many features/PCs in use

`plotOne` has additional arguments `ind1`, `ind2`, and `type`. ind1 and ind2 specify the PCs to display. type is one of `"showTestPredictions"` (default), `"showTrainPredictions"`, `"showTestLabels"`, `"showTrainLabels"`. These indicate what will be used to locate glyphs with labels in the projected scatterplots.

### Author(s)

VJ Carey <stvjc@channing.harvard.edu>

### References

None.

### Examples

    showClass("projectedLearner")

[Package MLInterfaces version 1.64.1 Index]