| Speech Recognition Using the Mellin Transform Contributor(s): Air Force Institute of Technology (Author) |
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ISBN: 1502959437 ISBN-13: 9781502959430 Publisher: Createspace Independent Publishing Platform OUR PRICE: $12.30 Product Type: Paperback Published: October 2014 |
| Additional Information |
| BISAC Categories: - Political Science | Intelligence & Espionage |
| Physical Information: 0.11" H x 8.5" W x 11.02" (0.33 lbs) 54 pages |
| Descriptions, Reviews, Etc. |
| Publisher Description: 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. |