Publication | Closed Access
Memory and time improvements in a dynamic programming algorithm for matching speech patterns
38
Citations
5
References
1978
Year
Artificial IntelligenceEngineeringMachine LearningTime ImprovementsDynamic Programming AlgorithmSpoken Language ProcessingPhonologySpeech RecognitionData SciencePattern RecognitionPhoneticsRobust Speech RecognitionVoice RecognitionLanguage StudiesSpeech SynthesisComputer EngineeringComputer ScienceDistant Speech RecognitionSignal ProcessingSpeech CommunicationSpeech TechnologyDynamic ProgrammingSpeech ProcessingSpeech PatternsSpeech InputSpeech PerceptionDynamic Programming ProcedureLinguistics
Recently, dynamic programming has been found useful for performing nonlinear time warping in speech recognition. Although considerably faster than exhaustive search procedures, the dynamic programming procedure nevertheless requires substantial computation. Also, considerable storage is normally required for reference prototypes necessary in the matching process. This paper is concerned with methods for reducing this storage and computation. Empirical results indicate that one method yields 50 to 60 percent storage reduction and a factor of 4 to 6 in computational savings relative to conventional dynamic programming procedures without degradation in recognition accuracy.
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