See: Description
| Interface | Description |
|---|---|
| AbstractRegressionModel |
Interface for all regression models.
|
| Class | Description |
|---|---|
| AbstractNonlinearRegression |
Abstract class for models that fit terms using non-linear regression.
|
| AbstractParsedNonlinearRegression |
Superclass of
AbstractNonlinearRegression-based models which parse the equation
of interest from text input. |
| BaseRegression |
Base class for all regression models.
|
| ClassificationRegression |
Use a classification algorithm to perform regression.
|
| CompositeRegression |
Ensemble of regression models.
|
| GuessMeanRegression |
Always guess the mean of the values provided during training.
|
| LASSORegression |
This class enables regression using the LASSO algorithm, as described by
this page.
|
| LinearCorrectedRegression |
Apply a linear correction to results from another model.
|
| MetallurgicalHeuristicRegression |
Estimate formation energy for ternary+ alloys using a metallurgical heuristic.
|
| MixingRuleRegression |
Predicts the class of a
CompositionEntry based on the composition-weighted mean. |
| MultiObjectiveRegression |
Employs multiple models, each designed to predict a different property that composes
the class variable.
|
| MultiPropertyRegression |
Extension of MultiObjectiveEntryRanker where one does not care
about the class variable.
|
| NonlinearRegressionExpr |
Performs non-linear regression on a function supplied as a string.
|
| PolynomialRegression |
Performs linear regression using all attributes in a Dataset raised to integer
exponents.
|
| RandomGuessRegression |
Randomly assign class values.
|
| ScikitLearnRegression |
Uses Scikit-learn to train a regression model.
|
| SingleGuessRegression |
Guess a single, user-specified value for the class variable of all entries.
|
| SplitRegression |
Abstract class for models that use multiple submodels.
|
| StagedRegression |
Composite regression where the error signal from a model is used to train the next.
|
| WekaRegression |
Implementation of
WekaModel for regression purposes. |