Journal of the Optical Society of America A · 1988 · 71 citations · 18 references
Natural SciencesElectrical EngineeringMathematicsComputer-aided DesignOptimizationStatistical LearningDigital Signal ProcessingFourier AnalysisFrequency-domain AnalysisSignal ProcessingSpectral AnalysisDiscrete Fourier TransformFourier TransformFrequency Domain ProcessingFrequency-domain ClassificationFrequency-domain Inverse ProblemsInverse Fourier Transform
A generalization of the conventional synthetic discriminant function (SDF) solution in both spatial and frequency domains is provided. It is based on the concept of the generalized inverse. The results of this generalization are shown to specialize to previous work (namely, the minimum-output-variance SDF). A link is established between the quantities characterizing the spatial-domain SDF solutions and the frequency-domain ones through the pseudo-discrete Fourier-transform operation. Several properties of the various relevant matrices are presented to provide a general framework for characterizing SDF solutions. To help to illustrate the advantages of the generalized SDF solution method, two examples of SDF’s (a phase-only and a two-level SDF) are investigated.
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Joseph L. Horner, Peter D. Gianino · Applied Optics · 1984 · 872 citations
Multivariant technique for multiclass pattern recognition
Charles F. Hester, David Casasent · Applied Optics · 1980 · 388 citations
Unified synthetic discriminant function computational formulation
David Casasent · Applied Optics · 1984 · 292 citations