Speech Recognition Using the Mellin Transform

Name: Speech Recognition Using the Mellin Transform
Brand: Biblioscholar
SKU: 9781288327874
Price: 23211 HUF
Availability: InStock

Szerző: Jesse R Hornback

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Kötés: Puha kötésű

Kiadó: Biblioscholar

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The purpose of this research was to improve performance in speech recognition. Specifically, a new a...

Információk a könyvről

Szerző

Jesse R Hornback

Nyelv

Angol

Kötés

Könyv - Puha kötésű

Kiadva

2012

oldal

EAN

9781288327874

ISBN

9781288327874

Enbook ID

08243881

Kiadó

Biblioscholar

Súly

154

Méretek

189 x 246 x 4

Teljes leírás

The purpose of this research was to improve performance in speech recognition. Specifically, a new approach was investigating by applying an integral transform known as the Mellin transform (MT) on the output of an auditory model to improve the recognition rate of phonemes through the scale-invariance property of the Mellin transform. Scale-invariance means that as a time-domain signal is subjected to dilations, the distribution of the signal in the MT domain remains unaffected. An auditory model was used to transform speech waveforms into images representing how the brain "sees" a sound. The MT was applied and features were extracted. The features were used in a speech recognizer based on Hidden Markov Models. The results from speech recognition experiments showed an increase in recognition rates for some phonemes compared to traditional methods.

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Speech Recognition Using the Mellin Transform

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