org.apache.ignite.ml.selection.cv

## Class DebugCrossValidation<M extends IgniteModel<Vector,Double>,K,V>

- java.lang.Object
- - org.apache.ignite.ml.selection.cv.AbstractCrossValidation<M,K,V>
  - - org.apache.ignite.ml.selection.cv.DebugCrossValidation<M,K,V>

- Type Parameters:
    `M` - Type of model.
    `K` - Type of a key in `upstream` data.
    `V` - Type of a value in `upstream` data.
  All Implemented Interfaces:
    Serializable

      public class DebugCrossValidation<M extends IgniteModel<Vector,Double>,K,V>
      extends AbstractCrossValidation<M,K,V>

  Cross validation score calculator. Cross validation is an approach that allows to avoid overfitting that is made the following way: the training set is split into k smaller sets. The following procedure is followed for each of the k “folds”:
  - A model is trained using k-1 of the folds as training data;
  - the resulting model is validated on the remaining part of the data (i.e., it is used as a test set to compute a performance measure such as accuracy).
  See Also:
    Serialized Form

- - ### Nested Class Summary

    - ### Nested classes/interfaces inherited from class org.apache.ignite.ml.selection.cv.AbstractCrossValidation

      `AbstractCrossValidation.TaskResult`

  - ### Field Summary

    - ### Fields inherited from class org.apache.ignite.ml.selection.cv.AbstractCrossValidation

      `amountOfFolds, envBuilder, environment, filter, isRunningOnPipeline, mapper, metric, paramGrid, pipeline, preprocessor, trainer`

  - ### Constructor Summary

    Constructors
    Constructor and Description
    `DebugCrossValidation()`

  - ### Method Summary

    All Methods Instance Methods Concrete Methods
    Modifier and Type | Method and Description
    --- | ---
    `double[]` | `scoreByFolds()` Calculates score by folds.
    `DebugCrossValidation<M,K,V>` | `withAmountOfParts(int parts)`
    `DebugCrossValidation<M,K,V>` | `withUpstreamMap(Map<K,V> upstreamMap)`

    - ### Methods inherited from class org.apache.ignite.ml.selection.cv.AbstractCrossValidation

      `isRunningOnPipeline, score, scorePipeline, tuneHyperParameters, withAmountOfFolds, withEnvironmentBuilder, withFilter, withMapper, withMetric, withParamGrid, withPipeline, withPreprocessor, withTrainer`

    - ### Methods inherited from class java.lang.Object

      `clone, equals, finalize, getClass, hashCode, notify, notifyAll, toString, wait, wait, wait`

- - ### Constructor Detail

    - #### DebugCrossValidation

          public DebugCrossValidation()

  - ### Method Detail

    - #### scoreByFolds

          public double[] scoreByFolds()

      Calculates score by folds.
      Specified by:
        `scoreByFolds` in class `AbstractCrossValidation<M extends IgniteModel<Vector,Double>,K,V>`

    - #### withUpstreamMap

          public DebugCrossValidation<M,K,V> withUpstreamMap(Map<K,V> upstreamMap)

      Parameters:
        `upstreamMap` - Upstream map.

    - #### withAmountOfParts

          public DebugCrossValidation<M,K,V> withAmountOfParts(int parts)

      Parameters:
        `parts` - Parts.

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Ignite Database and Caching Platform | : ver. 2.10.0
Release Date | : March 10 2021