• Title/Summary/Keyword: Canonical Correlation

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Viscosity and Diffusion Constants Calculation of n-Alkanes by Molecular Dynamics Simulations

  • Lee, Song-Hi;Chang, Tai-Hyun
    • Bulletin of the Korean Chemical Society
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    • v.24 no.11
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    • pp.1590-1598
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    • 2003
  • In this paper we have presented the results for viscosity and self-diffusion constants of model systems for four liquid n-alkanes ($C_{12}, C_{20}, C_{32}, and C_{44}$) in a canonical ensemble at several temperatures using molecular dynamics (MD) simulations. The small chains of these n-alkanes are clearly $<{R_{ee}}^2>/6<{R_g}^2>>1$, which leads to the conclusion that the liquid n-alkanes over the whole temperatures considered are far away from the Rouse regime. Calculated viscosity ${\eta}$ and self-diffusion constants D are comparable with experimental results and the temperature dependence of both ${\eta}$ and D is suitably described by the Arrhenius plot. The behavior of both activation energies, $E_{\eta}$ and $E_D$, with increasing chain length indicates that the activation energies approach asymptotic values as n increases to the higher value, which is experimentally observed. Two calculated monomeric friction constants ${\zeta}$ and ${\zeta}_D$ give a correct qualitative trend: decrease with increasing temperature and increase with increasing chain length n. Comparison of the time auto-correlation functions of the end-to-end vector calculated from the Rouse model for n-dodecane ($C_{12}$) at 273 K and for n-tetratetracontane ($C_{44}$) at 473 K with those extracted directly from our MD simulations confirms that the short chain n-alkanes considered in this study are far away from the Rouse regime.

Improving The Performance of Triple Generation Based on Distant Supervision By Using Semantic Similarity (의미 유사도를 활용한 Distant Supervision 기반의 트리플 생성 성능 향상)

  • Yoon, Hee-Geun;Choi, Su Jeong;Park, Seong-Bae;Park, Se-Young
    • Annual Conference on Human and Language Technology
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    • 2015.10a
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    • pp.23-28
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    • 2015
  • 본 논문에서는 한국어 트리플 생성 시스템의 정확도를 향상시키기 위한 distant supervision 기반의 신뢰도 측정 방법을 제안한다. 기존의 많은 패턴 기반의 트리플 생성 시스템에는 distant supervision의 기본 가정으로 인해 다수의 오류 패턴이 발생할 여지가 크다. 기존의 연구에서는 오류 패턴을 제거하기 위하여 발생 빈도, 공기 횟수 등의 통계에 기반하여 간접적으로 신뢰도를 측정하였다. 본 논문에서는 한국어 패턴과 영어 프로퍼티 사이의 의미 유사도를 측정함으로써 통계에 기반한 방법보다 더 정확한 신뢰도 측정 방법을 제안한다. 비지도 학습 방법인 워드임베딩을 활용하여 어휘의 의미를 학습하고, 이들 사이의 유사도를 측정한다. 한국어 패턴과 영어 프로퍼티의 어휘 불일치 문제를 해결하기 위하여 정준상관분석을 활용하였다. 실험 결과에 따르면 본 논문에서 제안한 패턴 신뢰도 측정 방법은 통계 기반의 방법에 비해 정확률이 9%나 더 높은 트리플 집합을 생성함을 보여주어, 의미 유사도를 반영한 신뢰도 측정이 기존의 통계 기반 신뢰도 측정보다 고품질 트리플 생성에 더 적합함을 확인하였다.

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Toward Successful Management of Vocational Rehabilitation Services for People with Disabilities: A Data Mining Approach

  • Kim, Yong Seog
    • Industrial Engineering and Management Systems
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    • v.11 no.4
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    • pp.371-384
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    • 2012
  • This study proposes a multi-level data analysis approach to identify both superficial and latent relationships among variables in the data set obtained from a vocational rehabilitation (VR) services program of people with significant disabilities. At the first layer, data mining and statistical predictive models are used to extract the superficial relationships between dependent and independent variables. To supplement the findings and relationships from the analysis at the first layer, association rule mining algorithms at the second layer are employed to extract additional sets of interesting associative relationships among variables. Finally, nonlinear nonparametric canonical correlation analysis (NLCCA) along with clustering algorithm is employed to identify latent nonlinear relationships. Experimental outputs validate the usefulness of the proposed approach. In particular, the identified latent relationship indicates that disability types (i.e., physical and mental) and severity (i.e., severe, most severe, not severe) have a significant impact on the levels of self-esteem and self-confidence of people with disabilities. The identified superficial and latent relationships can be used to train education program designers and policy developers to maximize the outcomes of VR training programs.

Consumer Shopping. Orientation toward Foreign Brands (I) - in the context of clothing involvement, ethnocentrism and country-of-origin effects - (외국상표 의류에 대한 소비자 쇼핑성향 연구(I) -의복관여, 자민족중심주의, 원산지효과와의 관련을 중심으로-)

  • 안소현;이경희
    • Journal of the Korean Society of Clothing and Textiles
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    • v.21 no.3
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    • pp.559-570
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    • 1997
  • The purpose of this study was to investigate consumer shopping orientation toward foreign brands in the context of clothing involvement, ethnocentrism, country-of-orion effects and demograpic variables. But in this paper, to begin with, shopping orientation was studyed in connection with ethnocentrism and country-of-orion effects. The questionnaire was distributed to 300 female consumers over twenties living in pusan area and finally 213 data sets were used for statistical analysis.8y factor analysis,5 shopping orientation factors were identified: following to foreign brands, desire for flaunt, preference to domestics, favor to foreign brands and country-of-orion consciousness. By univariate analysis, consumer's disposition of ethnocentrism was studyed and consumers were divided into 3 groups according to disposition of ethnocentrism through fast cluster analysis. Resurts reveled that Korean consumers have strong ethnocenterism. And country-of-orion effects were studyed. Consumers are favorable toward foreign brands and products, especially toward Italy and France goods, except Hongkong and China goods nevertheless strong ethnocentrisuL As a result of canonical correlation analysis about shopping orientation factors and ethnocenterism revealed that ethnocenterism correlated negatively with one factor (following to foreign brands) and positively with another (preference to domestics).

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Consumer Shopping Orientation toward Foreign Brands (Part II) - in the context of clothing involvement, ethnocentrism and country-of-origin effects - (외국상표 의류에 대한 소비자 쇼핑성향 연구(제2보) -의복관여, 자민족중심주의, 원산지효과와의 관련을 중심으로-)

  • 안소현;이경희
    • Journal of the Korean Society of Clothing and Textiles
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    • v.21 no.4
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    • pp.699-709
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    • 1997
  • The purpose of this study is to investigate consumer shopping orientation toward foreign brands in the context of clothing involvement, ethnocentrism, country-of-origin effects and demograpic variables. Prior to this paper, shopping orientation was studied in connection with ethnocentrism and country-of-origin effects. The questionnaire was distributed to 300 female consumers over twenty years old living in Pusan area and finally 213 data serfs were used for statistical analysis. By factor analysis, 6 clothing involvement factors were identified; fashion interest, symbolism, pleasure interest, inclination to harmony, aesthetic expression and perceived risk. A result of canonical correlation analysis about shopping orientation factors and clothing involvement factors is as follows. Two shopping orientation factors (follow to foreign brands and country-of-orion consciousness) positively correlate with three clothing involvement factors (fashion interest, symbolism and pleasure interest) , and two shopping orientation factors (preference to domestics and country-of-orion consciousness) positively correlate with author clohting involvement factor (percived risk). Anocova procedure revealed that five shopping orientation factors were related to clothing involvement factors, groups according to ethnocentric disposition, country-of-origin effects and demograpics respectively, even though there are some differences. Based on the conclusions, marketing strategies were developed.

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Atomistic simulations of defect accumulation and evolution in heavily irradiated titanium for nuclear-powered spacecraft

  • Hai Huang;Xiaoting Yuan;Longjingrui Ma;Jiwei Lin;Guopeng Zhang;Bin Cai
    • Nuclear Engineering and Technology
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    • v.55 no.6
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    • pp.2298-2304
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    • 2023
  • Titanium alloys are expected to become one of the candidate materials for nuclear-powered spacecraft due to their excellent overall performance. Nevertheless, atomistic mechanisms of the defect accumulation and evolution of the materials due to long-term exposure to irradiation remain scarcely understood by far. Here we investigate the heavy irradiation damage in a-titanium with a dose as high as 4.0 canonical displacements per atom (cDPA) using atomistic simulations of Frenkel pair accumulation. Results show that the content of surviving defects increases sharply before 0.04 cDPA and then decreases slowly to stabilize, exhibiting a strong correlation with the system energy. Under the current simulation conditions, the defect clustering fraction may be not directly dependent on the irradiation dose. Compared to vacancies, interstitials are more likely to form clusters, which may further cause the formation of 1/3<1210> interstitial-type dislocation loops extended along the (1010) plane. This study provides an important insight into the understanding of the irradiation damage behaviors for titanium.

Correlation of the Lower Limb Nerve Conduction Velocity with Height and Leg Length (한국인에서 신장과 다리길이에 따른 하지 신경전도검사속도의 상관관계조사)

  • Jae-Hwan SONG;Sung-Hee KIM;Dae-Hyun KIM
    • Korean Journal of Clinical Laboratory Science
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    • v.56 no.2
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    • pp.156-162
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    • 2024
  • Nerve conduction study (NCS) is an essential test for the diagnosis and follow-up of peripheral neuropathy. NCS can objectively quantify peripheral nerve function. NCS is affected by physiological factors such as height, age, body mass index, etc. Hence, the American Association of Neuromuscular & Electrodiagnosis Medicine (AANEM) is currently forming a Normal Data Task Force (NDTF) to present the normal value, but the number is significantly less. Currently, no research has been carried out on the correlation between nerve conduction speed and height and lower limb length in Koreans. Hence, this study sought to compare the nerve conduction velocity of the lower limbs according to the height and lower limb length. A total of 49 subjects were recruited. When the motor nerve conduction velocity and sensory nerve conduction velocity were compared according to the height and leg length, there was a statistically significant negative correlation of the peroneal and left tibial motor nerves with the height. Also, a statistically significant negative correlation was observed with the superficial peroneal sensory nerve and the sural nerve and the leg length. However, in this study, all the subject are in twentys age, whereas the NDTF is divided by age. Hence, additional studies involving subjects of various age groups are needed.

Parental Childrearing, Behavior, Children's Sibling Relationships and Children's Self-Esteem (양육행동 및 형제관계와 아동의 자존감과의 관계 연구 : - 자존감에 대한 양육행동 및 형제관계의 독립적 기여와 상호작용 효과 -)

  • Park, Young Yae;Chung, Ock Boon
    • Korean Journal of Child Studies
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    • v.17 no.1
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    • pp.189-212
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    • 1996
  • The purpose of this study was to investigate how parental childrearing behavior and children's sibling relationships are related to children's self-esteem. 440 middle class families consisting of two children and their parents were the subjects of this study. The research instruments included a childrearing behavior questionnaire, the Sibling Relationships Questionnaire (Furman & Buhrmester, 1985), and the Self-Perception Profile for Children (Harter, 1985). Analyses of the data included correlation analysis, canonical correlation, regression, stepwise multiple regression, and MANOVA with stepwise discriminant analysis as the follow-up test. The most powerful predictors of children's self-esteem were the Warmth-Acceptance of childrearing behavior and the Warmth-Closeness of sibling relationships. The self-esteem dimension was best predicted by parental childrearing behavior and by children's sibling relationships was Global Self-Worth. Behavioral Conduct was best predicted by the Rejection-Restriction factor of childrearing, and by Conflict (for boys) and Rivalry (for girls) factors of sibling relationships. Children's self-esteem was related more strongly to the Warmth-Acceptance and the Rejection-Restriction of opposite-sex parents. The effects of Permissiveness-Nonintervention were stronger in same-sex parent-child dyads. Parental childrearing behaviors accounted for boy's self-esteem better than girl's with the exception of Behavioral Conduct. Sibling relationships accounted for girl's self-esteem better than boy's. The $2{\times}2$ MANOVA revealed interaction effects of parental childrearing behaviors and sibling relationships on children's self-esteem. Two factors of Rivalry and Conflict in sibling relationships and all three factors of childrearing behaviors showed significant interaction effects, The childrearing factor of Permissiveness-Nonintervention and the sibling factor of Rivalry, which were relatively weak predictors of self-esteem when acting alone, gained power in explaining children's self-esteem within the interactional context.

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A Study on the Relationship between Autonomy and Group Cohesiveness Perceived by Nurs es and their Job Satisfaction, Organizational Commitment, Motivation and Intend to stay on jobs (간호사가 지각한 자율성, 그룹 결속력과 직무만족도, 조직몰입, 직무동기, 재직의도와의 관계)

  • Lee, Sang-Keum;Park, Jung-Ho
    • Journal of Korean Academy of Nursing Administration
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    • v.2 no.1
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    • pp.5-15
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    • 1996
  • The purpose of this study is analysis of the relationship between autonomy and group cohesiveness perceived by nurses and their job satisfaction, organizational commitment, motivation and intend to stay on jobs to develope the nursing staff management. The results are as follows: 1. Characteristics of subjects are not significantly different in perceived autonomy, but group cohesiveness, organizational commitment and intend to stay on jobs are different in nursing unit(p<.05). Educational background is significantly different in job satisfaction: nurses who has diploma show higher scores than who has baccalaureate degree(p<.05). 2. Perceived autonomy is related with job satisfaction, motivation and intend to stay on jobs but is not related with organizational commitment(p<.05). 3. Group cohesiveness perceived by nurses is significantly related with job satisfaction, organizational commitment motivation and intend to stay on jobs and their correlation coefficients are higher than that of perceived autonomy(p<.05). 4. The interaction effect of autonomy and group cohesiveness with all dependent variables is not significant(p>.05). The main effect on all dependent variables is presented as group cohesiveness. 5. The canonical correlation coefficient of independent variables and dependent variables is 0.503(p<0.000). The above results are important in the aspect of the development of strateges for retension of qualified nurses performing quality of nursing care and organizational efficacy. Autonomy and group cohesiveness perceived by nurses are important factors in nursing staff management; the further studys on job redesign and intervention strateges for enhancing group cohesiveness are needed.

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Distributional Uniqueness of Deciduous Oaks(Quercus L.) in the Korean Peninsula (한반도 하록 참나무류의 분포 특이성)

  • Kim, Yun-Ha;Kim, Jong-Won
    • Journal of the Korean Society of Environmental Restoration Technology
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    • v.20 no.2
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    • pp.37-59
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    • 2017
  • The Korean peninsula belongs to the temperate forest biome dominated by many deciduous oaks. We quantitatively and qualitatively studied vertical and horizontal distributions and habitat characteristics on the major oak species such as Quercus mongolica, Q. serrata, Q. variabilis, Q. dentata, Q. aliena and Q. acutissima. A total of 5,278 samples were analyzed with a species coverage and 6 principal environmental variables extracted from public database of nationwide natural environment survey. Correlation analysis was accomplished by the CANOCO using Canonical Correspondence Analysis and the Pearson correlation coefficient using PASW Statistics. The hierarchical distribution tendency of six oaks was finalized using the Goodman-Kruskal lambda coefficient of non-metric multidimensional scaling by SYN-TAX 2000. The utmost factor on the distributional segregation of oak species was the elevation, i.e. temperature. Q. serrata and Q. mongolica show clearly a diametrical distribution patterns with zonal distribution. Q. variabilis was determined as a thermophilic and xerophilous species that is a component of not only natural pseudo-climax forest but also secondary forest. The highest frequency of the dominant forest was found Q. mongolica. Whereas, Q. serrata showed the highest frequency of individual tree but the relatively lower frequency of dominant forest, which is resulted from the original habitat loss. By the benefit of the traditional Soopjeong-E, Q. acutissima dominant forests were remained rather largely. Individuals of Q. dentata occurred horizontally nationwide, but its dominant forest was the poorest. Dominant forest of Q. aliena, which is a natural vegetation, was the most rare due to a limited potential habitat.