• Title/Summary/Keyword: 로지스틱 조절회귀분석

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An Analysis of Factors Affecting Fintech Payment Service Acceptance Using Logistic Regression (로지스틱 회귀분석을 이용한 핀테크 결제 서비스 수용 요인 분석)

  • Hwang, Sin-Hae;Kim, Jeoung Kun
    • Journal of the Korea Society for Simulation
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    • v.27 no.1
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    • pp.51-60
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    • 2018
  • This study aims to understand crucial factors affecting user's Fintech payment service adoption. On the basis of innovation diffusion theory and prior Fintech literature, this study classifies the influence factors of users' adoption of Fintech payment service into two dimensions - service dimension containing complexity, perceived benefit, trust in service provider and user dimension containing personal innovativeness and security breach experience. The data analysis results using binary logistic regression shows the negative direct effects of perceived risk, complexity, security accident experience on user's service adoption are statistically significant. Personal innovativeness has a positive effect on user's Fintech payment service adoption. The moderation effect of security accident experience is also significant at p<0.05.

Effect of Perceived Risk on Chinese Street Foods of Korean Tourists on Eating Intention: Focusing on Moderator Effect of Food Neophobia (한국 관광객의 중국 길거리 음식에 대한 식품위험지각이 시식의도에 미치는 영향: 푸드네오포비아의 조절효과 중심으로)

  • Ha, Heon-Su
    • Culinary science and hospitality research
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    • v.22 no.7
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    • pp.253-266
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    • 2016
  • The purpose of this study is to investigate how perceived risk of Chinese street foods affect on eating intention and verify the moderator effect of food neophobia between them. To test study hypotheses, we apply a logistic regression analysis and a hierarchical logistic regression analysis. The findings and implications can be summarized as follows. First, Korean tourist perceived hygienic risk on Chinese street foods most highly, followed health risk, social/psychological risk. Second, while perceived health or social/psychological risk on Chinese street foods has s significant and negative effect on eating intention, but perceived hygienic risk has no significant effect. Third, there is a evidence to support moderating effect between perceived hygienic risk and eating intention of Chinese street foods.

Relationship Between Health Behaviors of Health Status types : Using 2008 KNHANES (건강상태 인식유형에 따른 건강행동과의 관련)

  • Ahn, Hye-Lan;Lee, Moo-Sik;Na, Baeg-Ju;Lee, Jin-Yong;Hong, Jee-Young;Choi, Young-Hyun
    • Proceedings of the KAIS Fall Conference
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    • 2011.05b
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    • pp.736-739
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    • 2011
  • 이 연구는 스스로 건강상태를 올바르게 인식하고 있는지 알아보고 건강상태 인식 유형에 따른 건강행동과의 관계를 살펴봄으로 건강수준의 향상과 더불어 건강한 노후를 맞이할 수 있도록 하고자 하였다. 2008년 1월부터 12월까지 실시된 국민건강영양조사 제4기 2차년도(2008) 자료원을 사용하였으며, 200개 조사구 약 4600가구의 만1세 이상 9,744명중 만19세 미만을 제외하고 건강설문 및 검진조사에 참여한 4,688 명을 최종대상자로 분석하였다. 자료는 SPSS 18.0을 이용하여 성별에 따른 인구사회학적 특성, 건강상태 인식 유형별 분포, 주관적 건강상태에 따른 객관적 건강상태와 일반적특성 및 건강행동을 교차분석관적 시에 카이제곱검정을 하였으며, 단변량 분석에서 의미 있는 변수들을 독립변수로 하고 올바른 인식군과 그릇된 인식군으로 나눈 건강상태인식유형을 종속변수로 하여 로지스틱회귀분석을 실시하였다. 이 연구의 주요 결과를 요약하면 다음과 같다. 주관적 건강상태에 따라 실제 객관적인 건강상태를 살펴본 결과, 건강상태를 과대평가하는 사람의 비율이 가장 높았으며, 건강상태를 올바르게 인식하는 사람보다 그릇되게 인식하는 사람이 더 많았다. 2. 주관적 건강상태를 좋음으로 인식하는 군에서 객관적 건강상태는 여자보다 남자가 건강을 과대평가하였고, 연령이 증가할수록, 읍/면지역에서, 결혼상태는 별거 사별 이혼상태에서, 교육수준은 낮아질수록 건강을 그릇되게 인식하여 과대평가하였다. 3. 주관적 건강상태를 나쁨으로 인식하는 군에서 객관적 건강상태는 연령이 낮아질수록 건강을 과소평가하는 경향이었고, 읍/면지역보다 동지역에서, 미혼일 경우, 교육수준은 높아질수록 건강상태를 그릇되게 인식하여 과소평가하였다. 4. 건강상태 인식 유형별로 건강행동을 살펴본 결과 주관적 건강상태를 좋음으로 인식하는 군에서는 체중조절, 월간음주, 우울증상경험, 건강검진에서 유의한 결과를 나타냈고, 주관적 건강상태를 나쁨으로 인식하는 군에서는 현재흡연과 월간음주에서 유의한 결과를 나타내었다. 5. 주관적 건강상태를 좋음으로 인식한 군에서 객관적 건강상태를 종속변수로한 로지스틱회귀분석결과를 살펴보면, 건강을 과대평가하는 그릇된 인식군으로 될 위험도가 남자보다 여자에서 감소하였고, 70대에 비하여 연령이 낮아질수록 위험도가 감소하였으며, 미혼에 비하여 기혼, 별거 사별 이혼에서 위험도가 증가하였고, 체중조절을 하는 사람이 체중조절을 하지 않은 사람보다 위험도가 높았다. 6. 주관적 건강상태를 나쁨으로 인식한 군에서 객관적 건강상태를 종속변수로한 로지스틱 회귀분석결과를 살펴보면, 연령을 제외한 모든 변수에서 통계적으로 유의하지 않았다.

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Effects of Job Satisfaction on the Characteristics of Organization and Information Systems - Moderating Effects of Vision Sharing - (조직특성과 정보시스템특성이 직무만족에 미치는 영향 -비전공유의 조절효과 분석-)

  • Park, Kwang-O;Lee, Eun-Roung;Jung, Dae-Hyun
    • Management & Information Systems Review
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    • v.37 no.3
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    • pp.115-130
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    • 2018
  • The purpose of this study is to clarify the relationship between organizational characteristics and information systems characteristics or job satisfaction, attempts to examine the regulatory effects brought about by the adjustment of social capital theory. So far, The results of this study are based on the analysis of individual models from the perspectives of each functional organization such as HR, organization, finance, operation, and MIS. Therefore, this paper attempted a comprehensive analysis of factors affecting job satisfaction and firm performance by presenting an integrated research model of organizational perspectives in addition to the approach of MIS perspective. The characteristics of information system were promptness, CEO support, and compensation. And the organizational characteristics were multiple regression analysis using innovation, trust, and preferential factors. The analysis data is based on sixth data from the HCCP of Korea Productivity Center. According to the analysis results, all the variables had a significant influence on satisfaction, especially CEO support and trust. The analysis of the moderating effect between innovation and job satisfaction was moderated by vision sharing. Only the logistic regression analysis of the satisfaction with the average salary of the members among the demographic variables was statistically significant. Therefore, this study can be concluded that the overall satisfaction level will be improved by recognizing appropriate compensation as sufficient compensation.

development of Decision Support System for the Management of hypertension using Datamining Technology (데이터마이닝 기법을 활용한 고혈압 관리를 위한 의사결정지원시스템의 개발)

  • 호승희;채영문;조승연;최동훈;송용욱;박충식;조경원;송지원
    • Proceedings of the Korea Inteligent Information System Society Conference
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    • 2000.04a
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    • pp.271-282
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    • 2000
  • 본 연구의 목적은 데이터마이닝 기법을 임상적으로 중요한 위치를 차지하고 있는 고혈압 환자의 특성과 치료에 따른 예후를 예측할 수 있는 지식을 발굴하고 이의 임상적용의 타당성을 검증하여 의사결정지원시스템을 개발하고 이의 유용성을 평가하는데 있다. 이에 연세대학교 의과대학 부속 세브란스 병원의 환자를 대상으로 로지스틱 회귀분석을 이용하여 혈압조절상의 위험요인의 규명하고, 의사결정나무분석을 통해 치료약제별 혈압조절군과 비조절군의 특성을 도출하고 각 대상군을 결정짓는 규칙을 생성하였으며, 이를 활용한 의사결정지원시스템의 개발 및c 평가를 시행하였다. 그 결과 기존 임상이론만을 활용한 시스템의 처방에 의한 혈압조절군보다 데이터마이닝 기법을 활용한 시스템의 처방에 의한 혈압조절군의 비율이 전체적으로 더 높게 나타남을 알 수 있었다. 본 연구의 결과는 우리나라 현실에 부합되는 고혈압 진료지침을 개발하고 적용, 평가하는데 기여할 수 있을 것으로 판단되며, 이와 같은 의사결정지원 시스템을 운영을 통해 실제 임상 진료에 적용해 봄으로써 그 효과와 실증적 가치를 창출할 수 있을 것이다.

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Application of the Neural Network to Predict the Adolescents' Computer Entertainment Behavior (청소년의 컴퓨터 오락추구 행동을 예측하기 위한 신경망 활용)

  • Lee, Hyejoo;Jung, Euihyun
    • The Journal of Korean Association of Computer Education
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    • v.16 no.2
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    • pp.39-48
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    • 2013
  • This study investigates the predictive model of the adolescents' computer entertainment behavior using neural network with the KYPS data (3449 in the junior high school; 1725 boys and 1724 girls). This study compares the results of neural network(model 1) to the logistic regression model and neural network(model 2) with the exact same variables used in logistic regression. The results reveal that the prediction of neural network model 1 is the highest among three models and with gender, computer use time, family income, the number of close friends, the number of misdeed friends, individual study time, self-control, private education time, leisure time, self-belief, stress, adaptation to school, and study related worries, the neural network model 1 predicts the computer entertainment behavior more efficiently. These results suggest that the neural network could be used for diagnosing and adjusting the adolescents' computer entertainment behavior.

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The effects of latent classes in social exclusion on the economic instability of old age (사회적 배제 잠재유형이 노후의 경제적 불안에 미치는 영향: 주관적 계층의식의 조절효과)

  • Kim, Soo Jin;Kim, Ju Hyun;Ju, Kyong Hee
    • 한국노년학
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    • v.40 no.1
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    • pp.33-49
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    • 2020
  • This study was conducted to examine the latent classes in social exclusion and to analyse empirically the effects on the economic instability of old age by this type. And it also sought to look at whether the influence of old age anxiety varies with the subjective class consciousness of the elderly. Using the 14th data from the Korea General Social Survey (KGSS) in 2016, 1,041 adult males and females aged 18 years old were analyzed at the time of the survey. T-test, potential layer analysis (LCA), and multinomantic analysis of potential groups were conducted using the STATA14 and MPLUS 7 statistical programs. Finally, multi-regression analysis was performed to identify the moderate effect and effects among variables. According to the research, the types of social exclusion were three groups, followed by social exclusion group (49.3%), Multi-dimensional exclusion group (30.9%), and active social participation group (19.7%). The social exclusion group has the lowest possibility of economic, employment, and health exclusion, but the exclusion of formal and informal social activities seem to prominent, and the multi-dimensional exclusion group is more than 50% likely to experience exclusion in all areas. Active social participation are characterized by very active participation in informal social activities. By conducting multinominal logistic regression, it was observed that the social exclusion group included more young people than other groups, and that the multi-dimensional exclusion group included many elderly women without spouses. Finally, multiple regression analysis showed that social exclusion type interacts with subjective class consciousness and affects economic anxiety of old age.

Associations between Weight Control Behavior and Health Behaviors in Korean Young Women: 2013 Community Health Survey (젊은 여성의 체중조절행위와 건강행위와의 관련성: 2013년 지역사회건강조사자료를 바탕으로)

  • Kim, Jae-Hee
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.16 no.7
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    • pp.4734-4744
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    • 2015
  • The purpose of this research is to investigate factors that influence weight control behavior(WCB) of young women in Korea. Data were obtained from the 2013 Community Health Survey which was conducted nationally. The study subject comprised 13,351 women ranging in age from 19 to 29. Data were analyzed using ${\chi}2$-test and multivariate logistic regression analysis. WCB showed differences in age, marital status, education, family type, BMI, perceived health status, subjective obesity, high risk drinking, weekday sedentary leisure-time activity, breakfast skipping, sleeping time, perceived stress, depression and suicidal ideation. And the significant predictors of WCB were age, marital status, education, family type, BMI, perceived health status, subjective obesity, high risk drinking, weekday sedentary leisure-time activity, perceived stress and depression. In conclusion, it is suggested that approach to WCB should be considered in correlation between WCB and other health behaviors.

The Effect of Privacy Concerns on Using Mobile Payment Services: Moderating Effect of Multidimensional Consumer Innovativeness (프라이버시 우려가 모바일 간편결제 서비스 이용에 미치는 영향: 소비자 혁신성의 다차원적 조절효과를 중심으로)

  • Heo, Deok-Won;Sung, Wook-Joon
    • Informatization Policy
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    • v.28 no.1
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    • pp.22-42
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    • 2021
  • The purpose of this study is to investigate the effects of privacy concerns on the use of mobile payment services. In particular, paying attention to the multidimensionality of consumer innovation, we analyzed the effects of hierarchical logistic regression by gender. The results show that there is a positive (+) relationship for hedonic innovativeness regardless of gender, and that there is a negative (-) relationship for functional innovativeness overall and in the female group. In all groups regardless of gender, a positive (+) relationship was found for the hedonic innovativeness, and one negative (-) relationship was found in the functional innovativeness overall group and the female group. Second, in the male group, there is a moderating effect of privacy concerns and functional innovativeness. This suggests that the relationship between privacy concerns and the usage of mobile payment services may vary depending on functional innovativeness. This study is useful in that it can explain and predict consumers' patterns of use of new technology-based services in various and balanced ways by taking privacy concerns and multidimensional consumer innovation into consideration. In addition, it suggests that mobile payment companies should make efforts to ensure that their services are secure, useful, and fun to use so that consumers can feel confident using the services in various situations.

Discrimination Experience and Employment of People with Developmental Disabilities: Moderating Effect of Family Employment Support (발달장애인의 차별경험이 취업에 미치는 영향: 가족취업지지의 조절효과)

  • Ham, Hyun-Jin
    • Journal of Digital Convergence
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    • v.20 no.5
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    • pp.703-712
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    • 2022
  • The purpose of this study is to present practical implications for employment of people with developmental disabilities by analyzing the moderating effect of family employment support in the relationship between discrimination experience and employment of people with developmental disabilities. The subjects of the study were 394 people with developmental disabilities who participated in the 2nd wave 4th survey of the 2019 Employment Panel Survey for the Disabled, and a hierarchical binary logistic regression analysis was conducted to verify the hypothesis. As a result of the study, it was found that the experience of discrimination among people with developmental disabilities negative effects employment, and family employment support has a significant moderating effect, strengthening the negative effect of discrimination on employment. Therefore, the importance of improving the working environment reflecting the needs of families with developmental disabilities, the necessity of employment support policies, and strengthening trust with the state and local communities were discussed.