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KernelPrincipalComponentAnalysisRevert Method (Double, Int32)

Note: This API is now obsolete.

Reverts a set of projected data into it's original form. Complete reverse transformation is not always possible and is not even guaranteed to exist.

Namespace:  Accord.Statistics.Analysis
Assembly:  Accord.Statistics (in Accord.Statistics.dll) Version: 3.8.0
Syntax
[ObsoleteAttribute("Please use Jagged matrices instead.")]
public double[,] Revert(
	double[,] data,
	int neighbors
)
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Parameters

data
Type: SystemDouble
The kpca-transformed data.
neighbors
Type: SystemInt32
The number of nearest neighbors to use while constructing the pre-image.

Return Value

Type: Double
Remarks

This method works using a closed-form MDS approach as suggested by Kwok and Tsang. It is currently a direct implementation of the algorithm without any kind of optimization.

Reference: - http://cmp.felk.cvut.cz/cmp/software/stprtool/manual/kernels/preimage/list/rbfpreimg3.html

See Also