• Title/Summary/Keyword: Adaptation

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SVM Based Speaker Verification Using Sparse Maximum A Posteriori Adaptation

  • Kim, Younggwan;Roh, Jaeyoung;Kim, Hoirin
    • IEIE Transactions on Smart Processing and Computing
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    • v.2 no.5
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    • pp.277-281
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    • 2013
  • Modern speaker verification systems based on support vector machines (SVMs) use Gaussian mixture model (GMM) supervectors as their input feature vectors, and the maximum a posteriori (MAP) adaptation is a conventional method for generating speaker-dependent GMMs by adapting a universal background model (UBM). MAP adaptation requires the appropriate amount of input utterance due to the number of model parameters to be estimated. On the other hand, with limited utterances, unreliable MAP adaptation can be performed, which causes adaptation noise even though the Bayesian priors used in the MAP adaptation smooth the movements between the UBM and speaker dependent GMMs. This paper proposes a sparse MAP adaptation method, which is known to perform well in the automatic speech recognition area. By introducing sparse MAP adaptation to the GMM-SVM-based speaker verification system, the adaptation noise can be mitigated effectively. The proposed method utilizes the L0 norm as a regularizer to induce sparsity. The experimental results on the TIMIT database showed that the sparse MAP-based GMM-SVM speaker verification system yields a 42.6% relative reduction in the equal error rate with few additional computations.

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Effects of Self-esteem and Health Status on Adaptation of Elderly Residents in Facilities (시설 거주노인의 자아존중감과 건강상태가 적응에 미치는 영향)

  • Yang, Nam-Young;Moon, Sun-Young
    • Korean Journal of Adult Nursing
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    • v.22 no.5
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    • pp.552-560
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    • 2010
  • Purpose: This study was designed to identify effects of self-esteem and health status on adaptation of elderly residents in facilities. Methods: The sample consisted of 151 elderly residents. The data collected from January to April 2010 were analyzed using descriptive statistics, t-test, ANOVA, Pearson correlation coefficients and stepwise multiple regression. Using instruments were self-esteem scale (SES) (Rosenberg, 1965), Korean health status measure for the elderly (KoHSME) (Shin et al, 2002), and nursing home adaptation scale (Lee, 2007). Results: The mean scores of self-esteem ($2.90{\pm}0.71$), health status ($2.15{\pm}0.53$) and adaptation ($2.98{\pm}0.44$) of elderly residents in facilities were above the average. Self-esteem was significantly varied according to religion, economic status and living expenses. Health status was significantly different according to age, disease and motivation of getting into the facilities. Adaptation was significantly different according to religion, satisfaction of facilities and decision maker of getting into the facilities. Significant correlations were found between self-esteem, health status and adaptation. Self-esteem and health status were influencing factors of adaptation (22.6%). Conclusion: These findings indicate that perceived self-esteem and health status may be requirements for promoting adaptation of elderly residents in facilities. These results could be utilized in the development of supportive programs for elderly adaptation.

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

  • Choi, Hyunkyung
    • Journal of Korean Academy of Nursing
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    • v.45 no.4
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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.

A Short-term Longitudinal Study on Types and Predictors of Trajectories of Adaptation to Child Care Among Infants and Toddlers: Using Growth Mixture Modeling and Latent Classes Analysis (영아의 어린이집 적응 추이의 유형 및 예측 요인에 대한 단기종단연구: 성장혼합모형과 잠재계층분석을 활용하여)

  • Shin, Nary;Jo, Woori
    • Korean Journal of Childcare and Education
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    • v.16 no.1
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    • pp.115-143
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    • 2020
  • Objective: The purpose of this study was to examine underlying types of developmental trajectories of adaptation to child care among infants and toddlers. This study also aimed to identify latent classes in their child care adaptation types in order to find predictors that account for individual differences. Methods: Participants were 420 mothers of infants and toddlers and 123 teachers. The levels of child care adaptation of participating infants and toddlers were rated monthly from early April to June, 2019. The collected data were analyzed using growth mixture modeling, latent class analysis and multinominal logistic analysis. Results: The results of growth trajectories of child care adaptation showed there were two to four latent groups by dimension of child care adaptation. Also, the groups of individual dimensions of child care adaptation were classified into three latent classes, which were 'complying and positive group', 'negative group', and 'individualized group. Multinominal logistic analysis revealed that children's age, gender, and temperament differentiated the three latent classes of adaptation to child care. Conclusion/Implications: The results show individual characteristics that infants and toddlers possess should be prudently considered in order for successful adaptation to child care.

The Effects of College Life Adaptation Program on Nursing Students College Life Adaptation and Nursing professional attitude (대학신입생의 대학생활적응 프로그램이 간호대학생의 대학생활적응, 간호전문직 태도에 미치는 효과)

  • Kim, Yeong-Hee
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.16 no.12
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    • pp.8948-8956
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    • 2015
  • The purpose of this study was to investigate the effects of college life adaptation program on nursing students' college life adaptation and nursing professional attitude. College life adaptation program of a freshman at college which consists of two area : theory-practice and liberal-cultivation of character and college freshman for 70 hours, 5 a week in 10 session for 2 weeks. The collected data were analyzed using paired t-test, ANOVA. As a result of the study, the score for college life adaptation(t=11.42, p=<.000) and nursing professional attitude(t=12.45, p=<.000) increased significantly after college life adaptation program. The conclusion, this study showed that college life adaptation program was effective in improving nursing students' college life adaptation and nursing professional attitude.

Body Comparison and Body Satisfaction Influence on Adaptation of Interpersonal Relationships and the Mediating Effects of Self-Esteem among Adolescents (청소년의 신체비교와 신체만족도가 대인관계적응에 미치는 영향과 자존감의 매개효과)

  • Wee, Eun Hah
    • Human Ecology Research
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    • v.53 no.2
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    • pp.209-218
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    • 2015
  • This study provides a basis for the development of lesson plans and teaching programs associated with the appearance in the adaptation of interpersonal relationships. This study was analyzed adolescents' body comparison and body satisfaction related in the adaptation of interpersonal relationships, and the effectiveness of self-esteem mediation. The survey was conducted among 587 adolescents in Gwangju. The data was analyzed using SPSS ver. 19.0 for Windows: frequency, means, factor analysis, Cronbach's ${\alpha}$, t-test, analysis of variance, Pearson correlation analysis, and regression analysis. The results indicated that body comparison and body satisfaction effected the adaptation of interpersonal relationships among adolescents consequently, it is necessary to develop lesson plans and teaching programs related to awareness, and improve appearance. A body comparison with similar aged people did not affect self-esteem; however, it is necessary to improve body satisfaction because it affects self-esteem. Self-esteem was also the mediating role between the adaptation of body satisfaction and interpersonal relationships, sub-factors, adaptation of relationships with friends, adaptation of relationship with teachers, adaptation of relationships with parents. It is important that body satisfaction and self-esteem is key factor in planning training programs, and improving the capacity of adolescents adaptation of interpersonal relationships.

A Survey of Rate-Adaptation Schemes for IEEE 802.11 Compliant WLANs

  • Khan, Shahbaz;Ullah, Sadiq;Ahmed, Aziz;Mahmud, Sahibzada Ali
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • v.7 no.3
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    • pp.425-445
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    • 2013
  • The IEEE 802.11 compliant stations can transmit at multiple transmission rates. Selection of an appropriate transmission rate plays a significant role in determining the overall efficiency of a communication system. The technique which determines the channel state information and accordingly selects an appropriate transmission rate is called rate-adaptation protocol. The IEEE 802.11 standard does not provide standard specification for implementing a rate-adaptation protocol for its multi-rate capable wireless stations. Due to the lack of standard specification, there is a myriad of rate-adaptation protocols, proposed by industry and various research institutes. This paper surveys the existing rate-adaptation schemes, discusses various features which contribute significantly in the process of rate-adaptation, the timing constraints on such schemes, and the performance gains in terms of throughput, delay and energy efficiency; which can be gained by the use of rate-adaptation. The paper also discusses the implication of rate-adaptation schemes on the performance of overall communication and identifies existing research challenges in the design of rate-adaptation schemes.

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

  • Kim, Young-Soon;Park, Kyung-Yeon
    • Journal of Korean Academy of Nursing Administration
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    • v.19 no.4
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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.

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

  • 박종세;김형순;송화전
    • The Journal of the Acoustical Society of Korea
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    • v.22 no.5
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    • pp.403-407
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    • 2003
  • Recently, eigenvoice approach has been widely used for rapid speaker adaptation. However, even in the eigenvoice approach, Performance improvement using very small amount of adaptation data is relatively small in comparison with that using somewhat large adaptation data because the reliable estimation of weights of eigenvoice is difficult. In this paper, we propose a rapid speaker adaptation method based on eigenvoice using the weight distribution characteristics to improve the performance on a small adaptation data. In the Experimental results on vocabulary-independent word recognition task (using PBW 452 database), the weight threshold method alleviates the problem of relatively low performance for a tiny small adaptation data. When single adaptation word is used, word error rate is reduced about 9-18% by the weight threshold method.

Climate Change Adaptive Implementation Assessment Proposal for Local Governments Utilizing Vulnerability Index

  • Lee, Sangsin
    • Journal of Forest and Environmental Science
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    • v.35 no.1
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    • pp.47-53
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    • 2019
  • This study applies the concept of climate change vulnerability assessment in order to suggest climate change adaptation effects in a quantitative manner, given that previous studies have hitherto rely on qualitative assessment, as climate change adaptive policies are currently being implemented by local governments of Korea. The vulnerability assessment tool used in this study is VESTAP ("Vulnerability assESsment Tool to build a climate change Adaptation Plan"), which was developed by the Korea Adaptation Center for Climate Change (KACCC), and applied to gauge the vulnerability of pine trees to diseases and pests within Chungcheongnam-do. The climate change adaptation project for vulnerability improvement was assessed only in terms of forest disaster prevention and change in regional climate change vulnerabilities within 16 regions of Chungcheongnam-do as the result of 2016 Climate Change Adaptation Project (Forest Disaster Prevention Project). As a result, it was observed that climate change adaptive capacity has improved according to change in the area of forestland with disaster prevention, and the vulnerability indicator decreased, confirming the impact of the climate change adaptation (forest disaster prevention) project. Also, analysis of regional climate change adaptation project scales and change in vulnerabilities allowed us to determine the regional propriety of climate change adaptation (forest disaster prevention) projects launched in 2016.