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The Effect of Membership Concentration in FVQ/HMM for Speaker-Independent Speech Recognition
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  • The Effect of Membership Concentration in FVQ/HMM for Speaker-Independent Speech Recognition
  • The Effect of Membership Concentration in FVQ/HMM for Speaker-Independent Speech Recognition
저자명
Lee. Chang-Young,Nam. Ho-Soo,Jung. Hyun-Seok,Lee. Chai-Bong
간행물명
음성과학
권/호정보
2005년|12권 4호|pp.7-16 (10 pages)
발행정보
한국음성과학회
파일정보
정기간행물|ENG|
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이 논문은 한국과학기술정보연구원과 논문 연계를 통해 무료로 제공되는 원문입니다.
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기타언어초록

We investigate the effect of membership concentration on the performance of the speaker-independent recognition system by FVQ/HMM. For the membership function, we adopt the result obtained from the objective function approach by Bezdek. Membership concentration is done by varying the exponent in the membership function. The number of selected clusters is constrained to two for the sake of cheap computational cost. Experimental results showed that the recognition rate has its maximum value when the membership function was taken to be inversely proportional to the distance of the input vector from the cluster centroid. When the membership concentration was two weak or too strong, the performance was found to be relatively poor as expected. Except these extreme cases, the membership concentration was not shown to affect the recognition rate significantly. This is in accordance with the general observation that the fuzzy system is not much sensitive. to the detailed shape of the membership function as long as it is overlapped over multiple classes.