1997 · 80 citations · 2 references
EngineeringFeature ExtractionSpectrum EstimationData-driven Automatic DesignFiltersFilter (Signal Processing)Rasta-like FiltersFiltering TechniqueData SciencePattern RecognitionPrincipal Component AnalysisMultidimensional Signal ProcessingComputer EngineeringComputer ScienceFunctional Data AnalysisSignal ProcessingRasta-like Lters.the LdaSpectral AnalysisTime TrajectoriesFilter DesignData Modeling
We describe use of Linear Discriminant Analysis LDA for data-driven automatic design of RASTA-like lters.The LDA applied to rather long segments of time trajectories of critical-band energies yields FIR lters to be applied to these time trajectories in the feature extraction module.Frequency responses of the rst three discriminant v ectors are in principle consistent with the ad hoc designed RASTA, delta and double-delta lters.On a connected digit task the new features outperform the original RASTA processing.
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Hynek Heřmanský, N. Morgan · IEEE Transactions on Speech and Audio Processing · 1994 · 1.8K citations