• Title/Summary/Keyword: Latent means analysis

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Latent Means Analysis of Parenting Competency, Parenting stress, Resilience, Social support according to the disability types among disabled women (여성장애인의 장애유형별 자녀양육역량, 양육스트레스, 회복탄력성, 사회적 지지에 대한 잠재평균분석)

  • Lee, Yuri
    • Journal of the Korea Convergence Society
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    • v.10 no.1
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    • pp.291-298
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    • 2019
  • This study aimed to examine disabled women to determine whether differences existed in parenting stress, resilience, social support, and parenting competency based on the disability type using an latent means analysis. The research data was sampled from 167 mentally disabled women and 132 physically disabled women. Parenting stress and social support had higher latent means in the mentally disabled women. Parenting competence and resilience had higher latent means in the physically disabled women. The results of this study suggested that differentiated, practical intervention approaches should be implemented for each disability type.

Latent Means Analysis of Perceived Stigma, Psychological Empowerment, Job Satisfaction According to the Working Hours among the Employed People with Mental Illness (취업 정신장애인의 근로시간 형태별 지각된 낙인감, 심리적 역량강화, 직무만족에 대한 잠재평균분석)

  • Lee, Yu-Ri
    • Journal of Digital Convergence
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    • v.16 no.1
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    • pp.431-438
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    • 2018
  • This study aimed to investigate the differences of perceived stigma, psychological empowerment, job satisfaction according to the working hours by latent means analysis(LMA). To get the results, a survey was conducted, targeting employed people with mental illness. Key outcomes of the analysis were as follows. First, it was verified that perceived stigma and job satisfaction, psychological empowerment had statistically meaningful direct relationships. Second, it was analyzed that psychological empowerment had a partial mediating effect in the relationship between perceived stigma and job satisfaction. Third, according to LMA, full-time group showed higher latent mean values on the perceived stigma and lower latent mean values on the job satisfaction. However, part-time group showed lower latent mean values on the psychological empowerment. Based in these results, comprehensive interventions for activating job satisfaction were proposed.

Segmentation of Movie Consumption : An Application of Latent Class Analysis to Korean Film Industry (잠재계층분석기법(Latent Class Analysis)을 활용한 영화 소비자 세분화에 관한 연구)

  • Koo, Kay-Ryung;Lee, Jang-Hyuk
    • Journal of the Korean Operations Research and Management Science Society
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    • v.36 no.4
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    • pp.161-184
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    • 2011
  • As movie demands become more and more diversified, it is necessary for movie related firms to segment a whole heterogeneous market into a number of small homogeneous markets in order to identify the specific needs of consumer groups. Relevant market segmentation helps them to develop valuable offer to target segments through effective marketing planning. In this article, we introduce various segmentation methods and compare their advantages and disadvantages. In particular, we analyze "2009~2010 consumer survey data of Korean Film Industry" by using Latent Class Analysis(LCA), a statistical segmentation method which identifies exclusive set of latent classes based on consumers' responses to an observed categorical and numerical variables. It is applied PROC LCA, a new SAS procedure for conducting LCA and finally get the result of 11 distinctive clusters showing unique characteristics on their buying behaviors.

Latent Semantic Indexing Analysis of K-Means Document Clustering for Changing Index Terms Weighting (색인어 가중치 부여 방법에 따른 K-Means 문서 클러스터링의 LSI 분석)

  • Oh, Hyung-Jin;Go, Ji-Hyun;An, Dong-Un;Park, Soon-Chul
    • The KIPS Transactions:PartB
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    • v.10B no.7
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    • pp.735-742
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    • 2003
  • In the information retrieval system, document clustering technique is to provide user convenience and visual effects by rearranging documents according to the specific topics from the retrieved ones. In this paper, we clustered documents using K-Means algorithm and present the effect of index terms weighting scheme on the document clustering. To verify the experiment, we applied Latent Semantic Indexing approach to illustrate the clustering results and analyzed the clustering results in 2-dimensional space. Experimental results showed that in case of applying local weighting, global weighting and normalization factor, the density of clustering is higher than those of similar or same weighting schemes in 2-dimensional space. Especially, the logarithm of local and global weighting is noticeable.

A Study of Validity in Tripartite Model of "Attitudes towards Science" using Exploratory and Confirmatory Factor Analyses (탐색적 확인적 요인 분석을 통한 "과학에 대한 태도" 3요소 모델의 타당도 연구)

  • Lee, Kyung-Hoon
    • Journal of The Korean Association For Science Education
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    • v.17 no.4
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    • pp.481-492
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    • 1997
  • The purpose of this study is to construct validity of Tripartite model of "Attitudes towards Science" using Exploratory and Confirmatory Factor Analyses. Exploratory and confirmatory factor analyses are two major approaches to factor analysis. The primary goal of factor analysis is to explain the covariances or correlations between many observed variables by means of relatively few underlying latent variables. In exploratory factor analysis, the number of latent variables is not determined before the analysis, all latent variables typically influence all observed variables, the measurement errors(${\delta}$) are not allowed to correlate, and unidentification of parameters is common. Confirmatory factor analysis requires a detailed and identified initial model. Confirmatory factor analysis techniques allow relations between latent and observed variables that are not possible with traditional, exploratory factor analysis techniques. As a result of exploratory factor analysis, tripartite model of "Attitudes towards Science" being composed of affection, behavioral intention and cognition is empirically identified. But attitude of science career being composed of affection and behavioral intention is identified. In validity test using confirmatory factor analysis, measurement structure of Tripartite model of "Attitudes towards Science" is not correspondent to data set. Because it is concluded that the object of attitudes are not specific.

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Latent Mean Analysis of Health Behavior between Adolescents with a Health Problem and Those without: Using the 2009 Korean Youth Health Behavior Survey

  • Park, Jeong-Mo;Kim, Mi-Won;Cho, Yoon Hee
    • Research in Community and Public Health Nursing
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    • v.24 no.4
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    • pp.488-497
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    • 2013
  • Purpose: The purpose of this study was to identify the construct equivalence of the general five factors of health behavior and to compare the latent means between adolescents with a health problem and those without in Korea. Methods: The 2009 KYRBS (Korean Youth Risk Behavior Survey) data were used for the analysis. Multi-group confirmatory factor analysis was performed to test whether the scale had configural, metric, and scalar invariances across the existence of health problems in adolescents. Results: Configural, metric, and factor invariances were satisfied for the latent mean analysis (LMA) between adolescents with health problem and those without. Adolescents with health problem and those without were not different in the LMA of all factors. Conclusion: Health providers should give more interest to the group of adolescents with health problems and consider prudential school life to the same group.

Effects of Problem Drinking of Elderly on Life Satisfaction Mediated by Depression and Self-esteem: A Latent Means Analysis Application between Poor and Non-poor Elderly (노인 문제음주가 우울, 자아존중감을 매개로 삶의 만족도에 미치는 영향: 빈곤노인 및 비빈곤노인 집단에 대한 잠재평균분석의 적용)

  • Gweon, Hyun Soo
    • 한국노년학
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    • v.29 no.4
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    • pp.1521-1538
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    • 2009
  • The purpose of the present study was to examine the structural causal relationships among problem drinking of elderly, depression, self-esteem and life satisfaction through structural Equation Modeling and also to investigate how these effects were influenced by the differences in the structural relationships between poor and non-poor elderly. The results showed the positive relationship between problem drinking and depression not also poor elderly group but non-poor elderlys'. According to Multi-group analysis, Latent means analysis where non-poor elderly are used as the reference group, poor elderly group showed higher latent mean values on the problemdrinking and depression, and lower latent mean values on the self-esteem and life satisfaction. Depression mediated the relationships between problem drinking of elderly and life satisfaction the only in a poor elderly group. The implications and limitations of this study were discussed, and the suggestions for further studies were recommended.

A study on the factors of convergent caring competency for promotion of caregivers' wellness of disabled children (장애자녀 돌봄제공자의 웰니스 증진을 위한 융복합 돌봄역량 요인 연구)

  • Lee, Yu-Ri;Kim, Nam-Jung
    • Journal of Digital Convergence
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    • v.14 no.2
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    • pp.479-487
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    • 2016
  • This study aimed to investigate the difference of the disabilities type of caring competency, caring appraisal(caring burden, caring satisfaction), self-help group support for parents who have children with disabilities. The data were collected by a self-reported questionnaire from 301 parents who have disabled children(180 mental disabilities & 121 physical disabilities). Given the three types of invariance satisfied, latent means analysis(LMA) is performed to test mean differences on the four factors across the two groups. According to LMA where the parents who have children with physical disabilities are used as the reference group, the parents who have children with mental disabilities showed higher latent mean values on the self-help group support and caring burden. However, the parents who have children with physical disabilities showed higher latent mean values on the caring satisfaction and caring competency.

The Structural Relationship and Latent Means Analysis of Gender among Academic Self-Efficacy, Interest, External Motivation and Science Achievement for High School Students (고등학생의 학업적 자기효능감, 외적동기, 흥미, 과학 과목 성취도의 구조적 관계와 성별에 따른 잠재평균 분석)

  • Joo, Young Ju;Chung, Young Lan;Lee, Yoo Kyung
    • Journal of The Korean Association For Science Education
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    • v.31 no.6
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    • pp.876-886
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    • 2011
  • This study was carried out to investigate the difference of gender of academic self-efficacy, external motivation, interest and science achievement for high school students of Korea and to verify the structural relationship among these variables using PISA 2006 data. The major findings of this study are as follows. According to Multi-group analysis, Latent means analysis (LMA), where boys were used as the reference group, girls showed lower latent mean values on the academic self-efficacy, extrinsic motivation and interest. Academic self-efficacy was found to have a greater effect on achievement compared to external motivation and interest. According to structural equation modeling (SEM) analysis, academic self-efficacy and extrinsic motivation affected interest. Academic selfefficacy, external motivation, and interest affected science achievement. Lastly, interest mediated academic selfefficacy and external motivation on science achievement.

Performance Analysis of Sensible and Latent Energy Recovery System for Thermally Controlled Facility

  • Park, Byung-Kyu;Kim, Moo-Geun;Kim, Geun-Oh
    • International Journal of Air-Conditioning and Refrigeration
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    • v.9 no.4
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    • pp.17-26
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    • 2001
  • Simulation was conducted using TRNSYS to evaluate the thermal performance of a facility. This facility has a condensing-type heat exchanger which is able to recover the latent energy for the purpose of reducing the heating energy in winter. The boiler and chiller are selected based on the annual peak loads and controlled to maintain the facility at the set temperature of 14~$17^\circ{C}$. Supplied energy by the boiler and recovered energy by the heat exchanger were calculated as a function of number of pass through heat exchanger, kind of fuel and hot water velocity. Simulation results show that about 20% of the total heating load can be recovered by the heat exchanger and the amount of latent heat is increasing with the number of pass. This means that the efficiency of the waste energy recovery system can be increased by using a condensing-type heat exchanger rather than a traditional sensible heat exchanger.

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