CrossValidationRunner

Cross-validation runner.

Functions

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fun <T, M : Classifier<T>> classification(k: Int, x: Array<T>, y: IntArray, trainer: (Array<T>, IntArray) -> M): ClassificationValidations<M>

Cross validation on a generic classifier.

fun <M : DataFrameClassifier> classification(k: Int, formula: Formula, data: DataFrame, trainer: (Formula, DataFrame) -> M): ClassificationValidations<M>

Cross validation on a data frame classifier.

fun <T, M : Classifier<T>> classification(round: Int, k: Int, x: Array<T>, y: IntArray, trainer: (Array<T>, IntArray) -> M): ClassificationValidations<M>

Repeated cross validation on a generic classifier.

fun <M : DataFrameClassifier> classification(round: Int, k: Int, formula: Formula, data: DataFrame, trainer: (Formula, DataFrame) -> M): ClassificationValidations<M>

Repeated cross validation on a data frame classifier.

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fun <T, M : Regression<T>> regression(k: Int, x: Array<T>, y: DoubleArray, trainer: (Array<T>, DoubleArray) -> M): RegressionValidations<M>

Cross validation on a generic regression model.

fun <M : DataFrameRegression> regression(k: Int, formula: Formula, data: DataFrame, trainer: (Formula, DataFrame) -> M): RegressionValidations<M>

Cross validation on a data frame regression model.

fun <T, M : Regression<T>> regression(round: Int, k: Int, x: Array<T>, y: DoubleArray, trainer: (Array<T>, DoubleArray) -> M): RegressionValidations<M>

Repeated cross validation on a generic regression model.

fun <M : DataFrameRegression> regression(round: Int, k: Int, formula: Formula, data: DataFrame, trainer: (Formula, DataFrame) -> M): RegressionValidations<M>

Repeated cross validation on a data frame regression model.

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fun <T, M : Classifier<T>> stratify(k: Int, x: Array<T>, y: IntArray, trainer: (Array<T>, IntArray) -> M): ClassificationValidations<M>

Stratified cross validation on a generic classifier.

fun <M : DataFrameClassifier> stratify(k: Int, formula: Formula, data: DataFrame, trainer: (Formula, DataFrame) -> M): ClassificationValidations<M>

Stratified cross validation on a data frame classifier.

fun <T, M : Classifier<T>> stratify(round: Int, k: Int, x: Array<T>, y: IntArray, trainer: (Array<T>, IntArray) -> M): ClassificationValidations<M>

Repeated stratified cross validation on a generic classifier.

fun <M : DataFrameClassifier> stratify(round: Int, k: Int, formula: Formula, data: DataFrame, trainer: (Formula, DataFrame) -> M): ClassificationValidations<M>

Repeated stratified cross validation on a data frame classifier.