• 제목/요약/키워드: structural adaptation

검색결과 216건 처리시간 0.02초

A Prior Model of Structural SVMs for Domain Adaptation

  • Lee, Chang-Ki;Jang, Myung-Gil
    • ETRI Journal
    • /
    • 제33권5호
    • /
    • pp.712-719
    • /
    • 2011
  • In this paper, we study the problem of domain adaptation for structural support vector machines (SVMs). We consider a number of domain adaptation approaches for structural SVMs and evaluate them on named entity recognition, part-of-speech tagging, and sentiment classification problems. Finally, we show that a prior model for structural SVMs outperforms other domain adaptation approaches in most cases. Moreover, the training time for this prior model is reduced compared to other domain adaptation methods with improvements in performance.

How Job Stress and Psychological Adaptation Predicting Interpersonal Needs Among Female Migrant Manufacturing Workers in China: A Structural Equation Model

  • Rongxi Wang;Xiaoyue Yu;Hui Chen;Fan Hu;Chen Xu;Yujie Liu;Shangbin Liu;Lian Jin;Ming Li;Yong Cai
    • Safety and Health at Work
    • /
    • 제14권2호
    • /
    • pp.222-228
    • /
    • 2023
  • Background: This study aimed to explore relationships between job stress and psychological adaptation and how they related to interpersonal needs through mood states among female migrant manufacturing workers. Methods: A cross-sectional survey was conducted in 16 factories in Shenzhen, China. Sociodemographic, job stress, psychological adaptation and other psychological information of was collected. Structural equation modeling was performed to delineate the internal relationship between variables. Results: The hypothetical structural equation model exhibited acceptable model fit among female migrant manufacturing workers (χ2 = 11.635, df = 2, χ2/df = 5.82, p = 0.003, RMSEA = 0.090, CFI = 0.972, SRMR = 0.020). Job stress was directly associated with mood states and interpersonal needs; Psychological adaptation was directly associated with mood states and indirectly associated with interpersonal needs; Bootstrapping tests demonstrated mediation effect of mood states in the way from psychological adaptation to interpersonal needs. Conclusion: Female migrant manufacturing workers who suffered stress from job and the process of psychological adaptation may have worse mood states and workers with worse mood states are more likely to develop unmet interpersonal needs, a proximal factor of suicidal ideation.

장애아동 가족의 수입, 내구력, 누적 스트레스, 의사소통, 가족적응에 대한 구조모델검증 (Families of Children with Disabilities: The Test of a Structural Model of Family Income, Hardiness, Pile-up Stress, Communication and Family Adaptation)

  • 오승아
    • 대한가정학회지
    • /
    • 제40권9호
    • /
    • pp.175-189
    • /
    • 2002
  • The purpose of this study was to test a structural model about family income as causally related to family hardiness, pile-up stress, communication, and family adaptation in families of children with disabilities. 250 families of children with disabilities participated as subjects. The models were developed on the basis of confirmatory factor analysis and compared using covariance structure modeling(LISREL). Adequate fitness of the model was observed. Family income showed negative effect on pile-up stress and positive effect on family adaptation. Pile-up stress showed negative effect on family hardiness. Family hardiness showed positive effect on family communication, and family communication showed positive effect on family adaptation.

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

  • 장규철;우수영;진민호;박용규;유창동
    • 한국음향학회지
    • /
    • 제22권3호
    • /
    • pp.188-193
    • /
    • 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.

회복력 요인 중심의 이혼가정 아동 적응모형 (Development of a Structural Equation Model for Children's Adaptation in Divorced Families)

  • 신성희
    • 대한간호학회지
    • /
    • 제40권1호
    • /
    • pp.127-138
    • /
    • 2010
  • Purpose: This study was designed to develop and test a structural model for children's adaptation in divorced families. The hypothetical model was constructed based on the Family Resilience Model by McCubbin and McCubbin. Methods: Data were collected using self-report questionnaires from 219 children (3-6th grade) in divorced families. The children attended one of 22 community agencies, 8 after-school programs, 3 elementary schools in three cities in South Korea. The collected data were analyzed using LISREL program to test the hypothetical model. Results: The modified model was constructed by deleting four paths in accordance with the statistical and theoretical criteria. Compared to the hypothetical model, the revised one had a better fit to the data. Self-esteem, and beliefs about parental divorce had direct effects, and family communication and internal control had indirect effects on children's adaptation in divorced families. These variables explained 56% of the variance in children's adaptation. Conclusion: The modified model was supported by empirical data. This model could be applied to family nursing interventions with divorced families or any other suffering family transition. When working with children experiencing parental divorce, it is important for nurses to enhance children's self-esteem, family communication and to decrease children's negative beliefs about parental divorce to help in their adaptation.

HMM 기반 한국어 음성합성에서의 화자적응 방식 성능비교 및 지속시간 모델 개선 (Performance Comparison and Duration Model Improvement of Speaker Adaptation Methods in HMM-based Korean Speech Synthesis)

  • 이혜민;김형순
    • 말소리와 음성과학
    • /
    • 제4권3호
    • /
    • pp.111-117
    • /
    • 2012
  • In this paper, we compare the performance of several speaker adaptation methods for a HMM-based Korean speech synthesis system with small amounts of adaptation data. According to objective and subjective evaluations, a hybrid method of constrained structural maximum a posteriori linear regression (CSMAPLR) and maximum a posteriori (MAP) adaptation shows better performance than other methods, when only five minutes of adaptation data are available for the target speaker. During the objective evaluation, we find that the duration models are insufficiently adapted to the target speaker as the spectral envelope and pitch models. To alleviate the problem, we propose the duration rectification method and the duration interpolation method. Both the objective and subjective evaluations reveal that the incorporation of the proposed two methods into the conventional speaker adaptation method is effective in improving the performance of the duration model adaptation.

학사경고생이 지각하는 대학교육서비스 질과 대학생활적응, 학습역량 간 구조적 관계 분석 (A Study of the Structural Relationship among the Quality of Higher Education Service, Adaptation to College Life, and Learning Competency Perceived by Students on Academic Probation)

  • 강대식
    • 실천공학교육논문지
    • /
    • 제15권2호
    • /
    • pp.351-356
    • /
    • 2023
  • 본 연구는 학사경고생이 지각하는 대학교육서비스 질과 대학생활적응, 학습역량 간의 구조적 인과관계를 파악하고자 수행되었다. 이러한 연구목적 달성을 위하여 학사경고생 대상 설문개발 및 온라인 설문을 통해 자료를 수집하여 분석하였다. 연구 결과는 다음과 같다. 첫째, 대학행정서비스는 대학생활적응과 학습역량에 부적으로 유의한 영향(p<.05, β=.-468)을 미치는 나타났다. 둘째, 교육과정은 대학생활적응을 매개로 학습역량에 정적으로 유의한 영향(p<.001, β=.782)을 미치는 것으로 나타났다. 셋째, 대학생활적응은 학습역량에 정적으로 유의한 영향(p<.001, β=.897)을 미치는 것으로 나타났다. 이러한 연구결과는 학사경고생 맞춤 대학행정서비스 및 교육과정 운영을 통한 대학생활적응 및 학습역량 향상 지원이 필요함을 시사한다.

Development of Case-adaptation Algorithm using Genetic Algorithm and Artificial Neural Networks

  • Han, Sang-Min;Yang, Young-Soon
    • Journal of Ship and Ocean Technology
    • /
    • 제5권3호
    • /
    • pp.27-35
    • /
    • 2001
  • In this research, hybrid method with case-based reasoning and rule-based reasoning is applied. Using case-based reasoning, design experts'experience and know-how are effectively represented in order to obtain a proper configuration of midship section in the initial ship design stage. Since there is not sufficient domain knowledge available to us, traditional case-adaptation algorithms cannot be applied to our problem, i.e., creating the configuration of midship section. Thus, new case-adaptation algorithms not requiring any domain knowledge are developed antral applied to our problem. Using the knowledge representation of DnV rules, rule-based reasoning can perform deductive inference in order to obtain the scantling of midship section efficiently. The results from the case-based reasoning and the rule-based reasoning are examined by comparing the results with various conventional methods. And the reasonability of our results is verified by comparing the results wish actual values from parent ship.

  • PDF

게임 이용자의 사회자본과 자기해석이 행동적 적응을 통해 SNG재이용의도 및 유료아이템 구매의도에 미치는 영향 (The Effects of Game User's Social Capital and Self-Construal on SNG Reuse Intention and Charge Item Purchasing Intention Through Behavioral Adaptation)

  • 이지현;김한구
    • 한국정보시스템학회지:정보시스템연구
    • /
    • 제27권2호
    • /
    • pp.135-155
    • /
    • 2018
  • Purpose Recently, with the enhancement of mobile technologies, people have formed various relationships and spreaded networks on social network service(SNS). In addition, although people make a decision based on the thoughts and emotions about self, there is little empirical research on social relations and self-construal of users in social network game (SNG). Design/methodology/approach This study was designed to examine the structural relationships among SNG users' social capital, self-construal, behavioral adaptation, SNG reuse intention and charged item purchasing intention. Findings The results from this study are as follow. First of all, the bonding social capital did not have a significant impact on behavioral adaptation to SNG, but bridging social capital had a positive impact on behavioral adaptation. Second, independent self-construal did not have a significant impact on behavioral adaptation to SNG, but interdependent self-construal had a positive impact on behavioral adaptation. Lastly, the behavioral adaptation to SNG had a positive impact reuse intention and charged item purchasing intention. Also, SNG reuse intention had a positive impact on charged item purchasing intention.

Domain-Adaptation Technique for Semantic Role Labeling with Structural Learning

  • Lim, Soojong;Lee, Changki;Ryu, Pum-Mo;Kim, Hyunki;Park, Sang Kyu;Ra, Dongyul
    • ETRI Journal
    • /
    • 제36권3호
    • /
    • pp.429-438
    • /
    • 2014
  • Semantic role labeling (SRL) is a task in natural-language processing with the aim of detecting predicates in the text, choosing their correct senses, identifying their associated arguments, and predicting the semantic roles of the arguments. Developing a high-performance SRL system for a domain requires manually annotated training data of large size in the same domain. However, such SRL training data of sufficient size is available only for a few domains. Constructing SRL training data for a new domain is very expensive. Therefore, domain adaptation in SRL can be regarded as an important problem. In this paper, we show that domain adaptation for SRL systems can achieve state-of-the-art performance when based on structural learning and exploiting a prior model approach. We provide experimental results with three different target domains showing that our method is effective even if training data of small size is available for the target domains. According to experimentations, our proposed method outperforms those of other research works by about 2% to 5% in F-score.