• Title/Summary/Keyword: Adaptive pruning, Variable pruning, Tree-structured lexicon

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An Adaptive Pruning Threshold Algorithm for the Korean Address Speech Recognition (한국어 주소 음성인식의 고속화를 위한 적응 프루닝 문턱치 알고리즘)

  • 황철준;오세진;김범국;정호열;정현열
    • The Journal of the Acoustical Society of Korea
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    • v.20 no.7
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    • pp.55-62
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    • 2001
  • In this paper, we propose a new adaptative pruning algorithm which effectively reduces the search space during the recognition process. As maximum probabilities between neighbor frames are highly interrelated, an efficient pruning threshold value can be obtained from the maximum probabilities of previous frames. The main idea is to update threshold at the present frame by a combination of previous maximum probability and hypotheses probabilities. As present threshold is obtained in on-going recognition process, the algorithm does not need any pre-experiments to find threshold values even when recognition tasks are changed. In addition, the adaptively selected threshold allows an improvement of recognition speed under different environments. The proposed algorithm has been applied to a Korean Address recognition system. Experimental results show that the proposed algorithm reduces the search space of average 14.4% and 9.14% respectively while preserving the recognition accuracy, compared to the previous method of using fixed pruning threshold values and variable pruning threshold values.

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