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GaussianEstimate Method (Double)
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Estimate appropriate values for sigma given a data set.
Namespace:
Accord.Statistics.Kernels
Assembly:
Accord.Statistics (in Accord.Statistics.dll) Version: 3.8.0
Syntax public static Gaussian Estimate(
double[][] inputs
)
Public Shared Function Estimate (
inputs As Double()()
) As Gaussian
Request Example
View SourceParameters
- inputs
- Type: SystemDouble
The data set.
Return Value
Type:
GaussianA Gaussian kernel initialized with an appropriate sigma value.
Remarks
This method uses a simple heuristic to obtain appropriate values
for sigma in a radial basis function kernel. The heuristic is shown
by Caputo, Sim, Furesjo and Smola, "Appearance-based object
recognition using SVMs: which kernel should I use?", 2002.
See Also