2002 · 35 citations · 4 references
ComputingComputer ScienceMachine LearningStatistical LearningTime Series AnalysisPattern RecognitionSignal ProcessingSpectral AnalysisSpectral Data ProcessingSpeech RecognitionSpeech Recognition TestingError Rate AnalysisFrequency Spectrum AnalysisLinear PredictionNoise RobustnessRobust Speech RecognitionSpeaker-independent Speech RecognitionSpectral Analysis Of SpeechSpectral Estimation
A novel technique for estimating a robust time-varying spectrum, RASTA-PLP (relative spectral-perceptual linear predictive), is described. A large test was conducted on a speaker-independent telephone digit recognition task using speech that had been corrupted with convolutional noise. Results from this test show an order-of-magnitude improvement in error rate over conventional spectral estimation techniques such as LPC (linear prediction coding) or PLP. Results from similar tests with large vocabulary continuous speech recognition show a halving of error rate with no tuning for the new problem.< <ETX xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">></ETX>
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