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GridSearchResultTModel, TInput, TOutput Class |
Contains results from the grid-search procedure.
Inheritance HierarchySystemObject
Accord.MachineLearning.PerformanceGridSearchResultTModel, GridSearchParameterCollection, TInput, TOutput
Accord.MachineLearning.PerformanceGridSearchResultTModel, TInput, TOutput
Accord.MachineLearning.PerformanceGridSearchResultTModel, GridSearchParameterCollection, TInput, TOutput
Accord.MachineLearning.PerformanceGridSearchResultTModel, TInput, TOutput
Namespace: Accord.MachineLearning.Performance
Assembly: Accord.MachineLearning (in Accord.MachineLearning.dll) Version: 3.8.0
Syntaxpublic class GridSearchResult<TModel, TInput, TOutput> : GridSearchResult<TModel, GridSearchParameterCollection, TInput, TOutput> where TModel : class, Object, ITransform<TInput, TOutput>
Type Parameters
- TModel
- The type of the machine learning model whose parameters should be searched.
- TInput
- The type of the input data. Default is double[].
- TOutput
- The type of the output data. Default is int.
The GridSearchResultTModel, TInput, TOutput type exposes the following members.
Constructors| Name | Description | |
|---|---|---|
 | GridSearchResultTModel, TInput, TOutput | Initializes a new instance of the GridSearchResultTModel, TInput, TOutput class |
Properties| Name | Description | |
|---|---|---|
 | BestModel |
Gets the best model found.
(Inherited from GridSearchResultTModel, TParam, TInput, TOutput.) |
| BestModelError |
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).
(Inherited from GridSearchResultTModel, TParam, TInput, TOutput.) |
| BestModelIndex |
Gets the index of the best found model
in the Models collection.
(Inherited from GridSearchResultTModel, TParam, TInput, TOutput.) |
| BestParameters |
Gets the best parameter combination found.
(Inherited from GridSearchResultTModel, TParam, TInput, TOutput.) |
| Count |
Gets the size of the grid used in the grid-search.
(Inherited from GridSearchResultTModel, TParam, TInput, TOutput.) |
| Errors |
Gets the error for each of the created models.
(Inherited from GridSearchResultTModel, TParam, TInput, TOutput.) |
| Exceptions |
Gets exceptions found during the learning of each of the created models, if any.
(Inherited from GridSearchResultTModel, TParam, TInput, TOutput.) |
| Models |
Gets all models created during the search.
(Inherited from GridSearchResultTModel, TParam, TInput, TOutput.) |
| NumberOfInputs |
Gets the number of inputs accepted by the model.
(Inherited from GridSearchResultTModel, TParam, TInput, TOutput.) |
| NumberOfOutputs |
Gets the number of outputs generated by the model.
(Inherited from GridSearchResultTModel, TParam, TInput, TOutput.) |
| Parameters |
Gets all combination of parameters tried.
(Inherited from GridSearchResultTModel, TParam, TInput, TOutput.) |
Methods| Name | Description | |
|---|---|---|
| Equals | Determines whether the specified object is equal to the current object. (Inherited from Object.) |
 | Finalize | Allows an object to try to free resources and perform other cleanup operations before it is reclaimed by garbage collection. (Inherited from Object.) |
| GetHashCode | Serves as the default hash function. (Inherited from Object.) |
| GetType | Gets the Type of the current instance. (Inherited from Object.) |
| MemberwiseClone | Creates a shallow copy of the current Object. (Inherited from Object.) |
| ToString | Returns a string that represents the current object. (Inherited from Object.) |
| Transform(TInput) |
Applies the transformation to an input, producing an associated output.
(Inherited from GridSearchResultTModel, TParam, TInput, TOutput.) |
| Transform(TInput) |
Applies the transformation to a set of input vectors,
producing an associated set of output vectors.
(Inherited from GridSearchResultTModel, TParam, TInput, TOutput.) |
| Transform(TInput, TOutput) |
Applies the transformation to a set of input vectors,
producing an associated set of output vectors.
(Inherited from GridSearchResultTModel, TParam, TInput, TOutput.) |
Extension Methods| Name | Description | |
|---|---|---|
 | HasMethod |
Checks whether an object implements a method with the given name.
(Defined by ExtensionMethods.) |
| IsEqual |
Compares two objects for equality, performing an elementwise
comparison if the elements are vectors or matrices.
(Defined by Matrix.) |
| To(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.) |
| ToT | 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.) |
See Also