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GridSearchResultTModel, TParam, TInput, TOutput Class

Contains results from the grid-search procedure.
Inheritance Hierarchy
SystemObject
  Accord.MachineLearning.PerformanceGridSearchResultTModel, TParam, TInput, TOutput
    Accord.MachineLearning.PerformanceGridSearchResultTModel, TInput, TOutput

Namespace:  Accord.MachineLearning.Performance
Assembly:  Accord.MachineLearning (in Accord.MachineLearning.dll) Version: 3.8.0
Syntax
[SerializableAttribute]
public class GridSearchResult<TModel, TParam, TInput, TOutput> : ITransform<TInput, TOutput>, 
	ICovariantTransform<TInput, TOutput>, ITransform
where TModel : class, Object, ITransform<TInput, TOutput>
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Type Parameters

TModel
The type of the machine learning model whose parameters should be searched.
TParam
The type that specifies how the value for a single parameter is represented.
TInput
The type of the input data. Default is double[].
TOutput
The type of the output data. Default is int.

The GridSearchResultTModel, TParam, TInput, TOutput type exposes the following members.

Constructors
  NameDescription
Public methodGridSearchResultTModel, TParam, TInput, TOutput
Initializes a new instance of the GridSearchResultTModel, TParam, TInput, TOutput class
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Properties
  NameDescription
Public propertyBestModel
Gets the best model found.
Public propertyBestModelError
Gets the minimum validation error found. If this result has been retrieved through Grid-Search Cross-Validation, this will correspond to the minimum average validation error for the different data splits (validation folds).
Public propertyBestModelIndex
Gets the index of the best found model in the Models collection.
Public propertyBestParameters
Gets the best parameter combination found.
Public propertyCount
Gets the size of the grid used in the grid-search.
Public propertyErrors
Gets the error for each of the created models.
Public propertyExceptions
Gets exceptions found during the learning of each of the created models, if any.
Public propertyModels
Gets all models created during the search.
Public propertyNumberOfInputs
Gets the number of inputs accepted by the model.
Public propertyNumberOfOutputs
Gets the number of outputs generated by the model.
Public propertyParameters
Gets all combination of parameters tried.
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Methods
  NameDescription
Public methodEquals
Determines whether the specified object is equal to the current object.
(Inherited from Object.)
Protected methodFinalize
Allows an object to try to free resources and perform other cleanup operations before it is reclaimed by garbage collection.
(Inherited from Object.)
Public methodGetHashCode
Serves as the default hash function.
(Inherited from Object.)
Public methodGetType
Gets the Type of the current instance.
(Inherited from Object.)
Protected methodMemberwiseClone
Creates a shallow copy of the current Object.
(Inherited from Object.)
Public methodToString
Returns a string that represents the current object.
(Inherited from Object.)
Public methodTransform(TInput)
Applies the transformation to an input, producing an associated output.
Public methodTransform(TInput)
Applies the transformation to a set of input vectors, producing an associated set of output vectors.
Public methodTransform(TInput, TOutput)
Applies the transformation to a set of input vectors, producing an associated set of output vectors.
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Extension Methods
  NameDescription
Public Extension MethodHasMethod
Checks whether an object implements a method with the given name.
(Defined by ExtensionMethods.)
Public Extension MethodIsEqual
Compares two objects for equality, performing an elementwise comparison if the elements are vectors or matrices.
(Defined by Matrix.)
Public Extension MethodTo(Type)Overloaded.
Converts an object into another type, irrespective of whether the conversion can be done at compile time or not. This can be used to convert generic types to numeric types during runtime.
(Defined by ExtensionMethods.)
Public Extension MethodToTOverloaded.
Converts an object into another type, irrespective of whether the conversion can be done at compile time or not. This can be used to convert generic types to numeric types during runtime.
(Defined by ExtensionMethods.)
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See Also