• 제목/요약/키워드: Data Adaptation

검색결과 1,672건 처리시간 0.034초

A New Speaker Adaptation Technique using Maximum Model Distance

  • Lee, Man-Hyung;Hong, Suh-Il
    • 제어로봇시스템학회:학술대회논문집
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    • 제어로봇시스템학회 2001년도 ICCAS
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    • pp.99.1-99
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    • 2001
  • This paper presented an adaptation approach based on maximum model distance (MMD) method. This method shares the same framework as they are used for training speech recognizers with abundant training data. The MMD method could adapt to all the models with or without adaptation data. If large amount of adaptation data is available, these methods could gradually approximate the speaker-dependent ones. The approach is evaluated through the phoneme recognition task on the TIMIT corpus. On the speaker adaptation experiments, up to 65.55% phoneme error reduction is achieved. The MMD could reduce phoneme error by 16.91% even when only one adaptation utterance is used.

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정보검색 기법과 동적 보간 계수를 이용한 N-gram 언어모델의 적응 (N- gram Adaptation Using Information Retrieval and Dynamic Interpolation Coefficient)

  • 최준기;오영환
    • 대한음성학회지:말소리
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    • 제56호
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    • pp.207-223
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    • 2005
  • The goal of language model adaptation is to improve the background language model with a relatively small adaptation corpus. This study presents a language model adaptation technique where additional text data for the adaptation do not exist. We propose the information retrieval (IR) technique with N-gram language modeling to collect the adaptation corpus from baseline text data. We also propose to use a dynamic language model interpolation coefficient to combine the background language model and the adapted language model. The interpolation coefficient is estimated from the word hypotheses obtained by segmenting the input speech data reserved for held-out validation data. This allows the final adapted model to improve the performance of the background model consistently The proposed approach reduces the word error rate by $13.6\%$ relative to baseline 4-gram for two-hour broadcast news speech recognition.

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가중 훈련을 이용한 화자 적응 시스템의 향상 (Improvements in Speaker Adaptation Using Weighted Training)

  • 장규철;우수영;진민호;박용규;유창동
    • 한국음향학회지
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    • 제22권3호
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    • pp.188-193
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    • 2003
  • 이전의 여러 가지 화자 적응을 위한 모델 적응 방법은 훈련 환경과 테스트 환경의 불일치를 보상하기 위한 방법으로 적응데이터의 테스트 환경에서의 분포를 고려하지 않은 보상 방법이었다. 적은 적응 데이터에 대해서 보상을 극대화하기 위한 파라미터 변환 방법들은 고르지 못한 적응 데이터에 의해 시스템의 성능이 저하 될 가능성이 있다 즉, 데이터가 적을 경우에는 적응 데이터의 분포가 적응 결과에 중대한 영향을 미치게 된다. 적은 데이터에 대해서도 높은 인식률 향상을 가져오기 위한 supervised 훈련과정을 구조적 사후확률 최대화(SMAP: Structural Maximum a Posterior) 알고리듬에 적용하였다. 제안된 가중치 SMAP (Weighted SMAP) 알고리듬과 SMAP알고리듬을 TIDIGITS 코퍼스를 사용해서 비교해 보았다. 제안된 WSMAP은 적은 양의 데이터에 대해서 SMAP보다 좋은 성능을 나타내었다. 환경 적응에 적응 데이터의 분포를 고려하는 이와 같은 방법은 다른 적응 알고리듬에도 적용될 수 있다.

가중치 분포 특성을 이용한 Eigenvoice 기반 고속화자적응 (Rapid Speaker Adaptation Based on Eigenvoice Using Weight Distribution Characteristics)

  • 박종세;김형순;송화전
    • 한국음향학회지
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    • 제22권5호
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    • pp.403-407
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    • 2003
  • 최근 고속화자적응 기법으로 eigenvoice 방식이 많이 사용되고 있다. Eigenvoice 적응방식에서도 적응화자의 적응 데이터가 매우 적은 경우에는 적절한 가중치의 추정이 어렵기 때문에 적응 데이터가 어느 정도 많은 경우에 비해 인식성능 향상이 크지 않다. 본 논문에서는 적응 데이터가 적을 때의 성능향상을 위하여 eigenvoice의 가중치 분포 특성을 이용한 eigenvoice 기반 고속화자적응을 제안한다. PBW 452 데이터베이스를 사용한 어휘독립 단어인식 실험 결과에서 가중치 문턱치(threshold) 적용 방식을 사용하여 적응 데이터가 매우 적은 경우의 상대적인 성능 저조 문제를 완화시켰다. 적응단어를 단 1개만 사용한 경우 가중치 문턱치 적용 방식을 사용하여 단어 오인식률을 9-18% 정도 감소시켰다.

A New Speaker Adaptation Technique using Maximum Model Distance

  • Tahk, Min-Jea
    • 제어로봇시스템학회:학술대회논문집
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    • 제어로봇시스템학회 2001년도 ICCAS
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    • pp.154.2-154
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    • 2001
  • This paper presented a adaptation approach based on maximum model distance (MMD) method. This method shares the same framework as they are used for training speech recognizers with abundant training data. The MMD method could adapt to all the models with or without adaptation data. If large amount of adaptation data is available, these methods could gradually approximate the speaker-dependent ones. The approach is evaluated through the phoneme recognition task on the TIMIT corpus. On the speaker adaptation experiments, up to 65.55% phoneme error reduction is achieved. The MMD could reduce phoneme error by 16.91% even when ...

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신생산기술 실행과정상에 조직 적응노력의 효과성 분석

  • 이상곤;이진주
    • 한국경영과학회:학술대회논문집
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    • 대한산업공학회/한국경영과학회 1994년도 춘계공동학술대회논문집; 창원대학교; 08월 09일 Apr. 1994
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    • pp.627-632
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    • 1994
  • This study suggests the contingency framework understanding the implementation of NIMT and conducts empirical analysis using survey data. The main objectives of the thesis are as follows : (1) analyzing the relationship between adaptation requirements and organizational adaptation efforts. (2) analyzing the relationship between organizational adaptation efforts and implementation performance, and the moderating effect of the adaptation requirements. (3) analyzing the relationship between organizational adaptation efforts and organization characteristics(organization size, technical capability, top management support). A field study was undertaken to test the hypothesized relationships among adaptation efforts, adaptations requirements, organization characteristics, implementation performance. Data were collected from 52 NMT implementation projects of 45 machine tool, metal component firms. The emprical relflts indicated that adaptation requirrnents, organization characteristics were significantly related to organizational adaptation efforts and adaptation efforts can significantly improve implementation perfomance, but the moderating effect of adaptation requirements on adaptation efforts and implementation performance was not supported.

Gains Achieved by Symbol-by-Symbol Rate Adaptation on Error-Constrained Data Throughput over Fading Channels

  • Lee, Daniel C.;Tsaur, Lih-Feng
    • Journal of Communications and Networks
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    • 제9권3호
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    • pp.213-218
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    • 2007
  • Methods for symbol-by-symbol channel feedback and adaptation of symbol durations have been recently proposed. In this paper, we quantitatively analyze the gain in error-constrained data throughput due to such an extremely rapid adaptation of symbol durations to fast-time-varying channels. The results show that a symbol-by-symbol adaptation can achieve a throughput gain by orders of magnitude over a frame-by-frame adaptation.

3차원 캐릭터의 동작적응 제어 기법 (Motion Adaptation Control of 3-D Human Character)

  • 김상수;국태용
    • 제어로봇시스템학회:학술대회논문집
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    • 제어로봇시스템학회 2000년도 제15차 학술회의논문집
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    • pp.383-383
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    • 2000
  • In this paper, a motion adaptation control is applied for animation of 3-D human character. The method includes parameterization of joint motion data, motion adaptation based on body ratio of character, dynamic adaptation using genetic algorithm, etc. The feasibility of motion adaptation technique is verified by applying to motion control and adaptation of a 3-D human character.

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다운증후군 자녀를 둔 가족의 적응력: 혼합적 연구 방법 적용 (Adaptation in Families of Children with Down Syndrome: A Mixed-methods Design)

  • 최현경
    • 대한간호학회지
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    • 제45권4호
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    • pp.501-512
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    • 2015
  • Purpose: The purpose of this study, which was guided by the Resiliency Model of Family Stress, Adjustment, and Adaptation, was twofold: (a) to explore family and parental adaptation and factors influencing family adaptation in Korean families of children with Down syndrome (DS) through a quantitative methodology and (b) to understand the life with a Korean child with DS through a qualitative method. Methods: A mixed-methods design was adopted. A total of 147 parents of children with DS completed a package of questionnaires, and 19 parents participated in the in-depth interviews. Quantitative and qualitative data were analyzed using stepwise multiple regression and content analysis respectively. Results: According to the quantitative data, the overall family adaptation scores indicated average family functioning. Financial status was an important variable in understanding both family and parental adaptation. Family adaptation was best explained by family problem solving and coping communication, condition management ability, and family hardiness. Family strains and family hardiness were the family factors with the most influence on parental adaption. Qualitative data analysis showed that family life with a child with DS encompassed both positive and negative aspects and was expressed with 5 themes, 10 categories, and 16 sub-categories. Conclusion: Results of this study expand our limited knowledge and understanding concerning families of children with DS in Korea and can be used to develop effective interventions to improve the adaptation of family as a unit as well as parental adaptation.

신규간호사의 임상수행능력과 현장적응의 관계에서 전문직업성의 매개효과 (The Mediating Effect of Professionalism in the Relationship between Clinical Competence and Field Adaptation in Newly Graduated Nurses)

  • 김영순;박경연
    • 간호행정학회지
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    • 제19권4호
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    • pp.536-543
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    • 2013
  • Purpose: The purpose of this study was to identify the mediating effect of professionalism in the relationship between clinical competence and field adaptation in newly graduated nurses. Methods: The participants in this study were 213 nurses from four tertiary hospitals who had less than 12 months of nursing experience. Data were collected during January and February, 2013. A structured questionnaire was used for data collection and data were analyzed using descriptive statistics, Pearson correlation coefficients, and path analysis with the SPSS/WIN 21.0 and AMOS 21.0 programs. Results: The mean score for clinical competence was $2.85{\pm}0.25$, for professionalism, $3.10{\pm}0.30$, and for field adaptation, $2.79{\pm}0.37$. There was a significant positive relationship between clinical competence and field adaptation. Also, professionalism was positively correlated with field adaptation. Professionalism showed mediating effects between clinical competence and field adaptation. Improvement of clinical competence increased professionalism and the increased professionalism raised the field adaptation. Conclusion: Based on these findings, orientation programs including strategies to increase professionalism, should be established to promote effective field adaptation in newly graduated nurses. These orientation programs can strengthen professionalism, the mediator between clinical competence and field adaptation in newly graduated nurses.