• Title/Summary/Keyword: Multi-level regression

Search Result 286, Processing Time 0.023 seconds

The Flood Forecasting Model for the In-do Brdg. by the Multi-regression Analysis between the Water-level and the Influence Parameters (한강인도교 수위와 영향인자간의 다중회귀분석에 의한 홍수위 예측모형)

  • 윤강훈;신현민
    • Water for future
    • /
    • v.27 no.3
    • /
    • pp.55-69
    • /
    • 1994
  • In order to enhance the short-term flood forecasting accuracy of the water level of the In-do Brdg., three statistical flood forecasting models are presented models are presented and the forecasting accuracies and stabilities of the models are studied. The presented statistical models are as follows: The multi-input model by the multi-regression analysis between the water level of the In-do Brdg. and the influence parameters(Model MM). The two-level multi parameter model according to the water level tendency(Model 2MP). Among the three models, the Model MM showed the lowest forecasting accuracy, the model 2MP showed the highest forecasting accuracy, although this model sometimes became unstable and diverged. The model MMP forecasted the flood less accurately than model 2MP, but it gave more stable forecasting results.

  • PDF

Healthcare Workers' Cultural Competence and Multi-Cultural Job Stress (의료종사자의 다문화 역량과 직무스트레스)

  • Kwon, Su A;Yang, Nam Young;Song, Min Sun;Kim, Nam Yi
    • Journal of Home Health Care Nursing
    • /
    • v.23 no.2
    • /
    • pp.206-215
    • /
    • 2016
  • Purpose: The purpose of this study was to investigate the level of cultural competence, intercultural communicative competence, and multi-cultural job stress among healthcare workers and to explore factors that are related to their cultural competence. Methods: The study subjects were 142 healthcare workers at a general hospital. Data were collected using a questionnaire on cultural competence, intercultural communicative competence, and multi-cultural job stress. A t-test, ANOVA Pearson's correlation coefficient, and multiple regression analysis were conducted using SPSS. Results: Cultural competence was significantly related to the necessity of multi-cultural education, and intercultural communicative competence was significantly related to age, a vocational career, communication in foreign languages, and having multi-cultural neighbors. Moreover, multi-cultural job stress was significantly related to religion. In multiple regression results, cultural competence was found to be related to intercultural communicative competence and multi-cultural job stress. Conclusion: Healthcare workers who are set to care for multi-cultural patients should improve intercultural communicative competence and reduce multi-cultural job stress.

An Evaluation of the Compressive Strength of Recycled Aggregate Concrete by the Non-Destructive Testing (비파괴 시험에 의한 재생골재 콘크리트의 압축강도 평가)

  • Chung, Heon-Soo
    • Journal of the Korea Institute of Building Construction
    • /
    • v.4 no.4
    • /
    • pp.63-70
    • /
    • 2004
  • The objective of this study is to evaluate the compressive strength of recycled aggregate concrete by the non-destructive testing. Main experimental variables were the replacement level of recycled aggregate and blast-furnace slag, which were divided into two series according to recycled aggregate maximum size. Test results showed that a recycled aggregate had a significant influence on the non-destructive testing results, such as rebound number, Ultrasonic pulse velocity, and frequency. A prediction model of compressive strength considering the replacement level of recycled aggregate was suggested by multi-regression analysis and was compared with test results.

A Multi-Level Analysis of Influential Factors of Residents' Housing Instability in Korean Metropolitan Environments (대도시 거주자들의 주거불안정 영향요인에 관한 다층분석)

  • Lee, Minju
    • Journal of the Korean Regional Science Association
    • /
    • v.36 no.4
    • /
    • pp.57-67
    • /
    • 2020
  • This study aims to analyze influential factors of residents' housing instability in Korean large cities. The previous studies deal with low-income households' experiences with housing instability. However, this study empirically analyzed the impact of regional characteristics such as spatial openness and community characteristics on residents' housing instability. For this purpose, I analyzed various experiences as symptoms of residents' housing instability using data from the Ministry of Land, Infrastructure, and Transport's (MOLIT) Korean Housing survey through a multi-level logistic regression model. The study finds that regional factors as well as household characteristics influence their housing instability. This result implies that promoting spatial inclusivity alleviate residents' housing instability in metropolitan environments. In addition, this study calls for policy efforts such as a continuous supply of public rental housing and a greater variety of housing types to mitigate housing instability.

Investigating Drivers of Housing Vacancy in Old Town Incheon using Multi-level Analysis (다층모형을 활용한 인천광역시 원도심 빈집 발생의 영향요인 분석)

  • Lee, Da-Ye
    • Journal of Cadastre & Land InformatiX
    • /
    • v.50 no.2
    • /
    • pp.237-254
    • /
    • 2020
  • Housing vacancies have become a major issue in urban areas, there have been many efforts to address this issue at the national and local levels. The purpose of this paper is to investigate the factors contributing to housing vacancies in old town Incheon in South Korea. In particular, the research focuses on examining the effects of multiple levels of factors on housing vacancies in a comprehensive way; the three levels of factors were identified with a literature review including housing (Level 1), Neighborhood (Level 2), and Region (Level 3). A multi-level logistic regression model was used to examine the relationship between 13 factors in three spatial levels and housing vacancies. As a result, the factors in all three levels were able to explain housing vacancies including site area and shape, proximity to major roads (Level 1), ratio of houses in designated urban renewal area and slope (Level 2), and ratio of the elderly living alone, land price, changes in land price and ratio of new houses (Level 3). These results show that the combination of the physical inferiority of the housing site and the neighborhood environment and the economic and social vulnerability of the region is likely to increases the number of vacant houses. This study also suggested that a multi-dimensional policy strategy is needed to solve the problem of housing vacancies, and urban policies, such as supplying new housing or urban renewal area designation, should be carefully implemented in a way not to create housing vacancies.

Effects of Satisfaction Level in the Relationship between Mother-in-law and Daughter-in-law, Acculturative Stress and Stress Coping Strategies on Elderly Depression in Multi-cultural Families (다문화가정의 고부만족도, 문화적응스트레스 및 스트레스 대처전략이 노인 우울에 미치는 영향)

  • Jung, Eun-Sook
    • Journal of Home Health Care Nursing
    • /
    • v.24 no.2
    • /
    • pp.133-141
    • /
    • 2017
  • Purpose: This descriptive study aims to analyze the effects of the satisfaction level in the relationship between mother-in-law and daughter-in-law, conflicts between them, acculturative stress and stress coping strategies on elderly depression in multi-cultural families. Methods: The survey was conducted on 89 mothers-in-law, aged 65 or older, in multi-cultural families with a foreign daughter-in-law. Data were collected through structured questionnaires, and then were used to conduct t-test, ANOVA, correlation and multiple regression analyses using the statistical program SPSS 21.0. Results: This study found several factors contributing to depression of mothers-in-law in multi-cultural families. Those factors include living alone without a spouse, poor health, a high level of perceived discrimination and a passive reaction in terms of stress coping strategies. Conclusion: A sense of discrimination perceived by the mothers-in-law having a foreign daughter-in-law implies that the people around them and the community should make efforts to reject distorted perspectives and remove prejudice against foreign daughters-in-law. In addition, the mothers-in-law should receive education and training to use more active and positive stress coping strategies in a stressful situation with the foreign daughter-in-law.

A Multi-level Analysis of Factors Affecting Participation in Health Screenings in Korea: A Focus on Household and Regional Factors

  • Park, So Yoon;Shin, Young-jeon
    • Journal of Preventive Medicine and Public Health
    • /
    • v.55 no.2
    • /
    • pp.153-163
    • /
    • 2022
  • Objectives: This study divided the factors that affect participation in health screenings into individual, household, and regional levels and conducted a multi-level analysis to identify the factors related to participation in health screenings. Methods: Participants from the 2017 Community Health Survey were classified into 2 groups (under 40 and 40 or older). A multi-level logistic regression analysis was conducted to identify the factors that affected participation in health screenings. Results: The screening rate of the participants was 69.7%, and it was higher among participants aged 40 and older (80.3%) than it was among participants younger than 40 (49.8%). At the individual level, the factors that influenced participation in health screenings included age, economic activity, smoking status, physician-diagnosed hypertension, and a moderate or high physical activity level. At the household level, the odds ratio of participation in health screenings was high for participants who lived in single-person households, lived with a spouse, earned a high monthly household income, and were not beneficiaries of national basic livelihood security. At the regional level, the odds ratio at the 95% confidence interval level of participation in health screenings was high for participants who had trust in the local community and lived in an area with a proportionally high social welfare budget. Conclusions: This study analyzed nationalwide data and confirmed that individual, household, and regional characteristics affected participation in health screenings. Therefore, policies that prioritize the improvement of regional level factors and especially household level factors are likely to be the most effective for improving the screening rate.

Exploration of Variables Affecting Inpatient Experience Satisfaction: Using a Multiple-Regression and Revised ISA (환자만족도에 영향을 주는 환자경험 변인 탐색: 중회귀 및 수정된 ISA를 통하여)

  • Seo, Hyojeong
    • Korea Journal of Hospital Management
    • /
    • v.27 no.2
    • /
    • pp.44-52
    • /
    • 2022
  • Purposes: This study tried to extract variables affecting patient-experience satisfaction level in hospital situation, using a multiple-regression analysis and ISA(Revised Importance-Satisfaction Analysis), and to explore variables needed to be improved. Methodology: A mobile-based online patient-experience survey was conducted in eleven general hospitals in A city. To test the validity of this test, this data was compared with the data from Health-Insturance Review and Assessment Service. Then, the standardized regression coefficients extracted from a multiple-regression analysis were used as the importance scale to be used in ISA. Finding: Taken together, the areas with the highest contribution for the in-hospital patient-experience satisfaction level were medication and treatment process and hospital environment. In conclusion, the revised ISA which can show satisfaction and importance both with simultaneously and multi-axis way would be useful in hospital improvement activities. Practical Implications: This study tried to develop a mobile-based patient-experience survey, and to extract the major variables affecting patient-satisfaction level and to identify variables need to be improved. Finally, this should help hostipals to prepare the assessment process with various improvement activities.

Analysis of multi-center bladder cancer survival data using variable-selection method of multi-level frailty models (다수준 프레일티모형 변수선택법을 이용한 다기관 방광암 생존자료분석)

  • Kim, Bohyeon;Ha, Il Do;Lee, Donghwan
    • Journal of the Korean Data and Information Science Society
    • /
    • v.27 no.2
    • /
    • pp.499-510
    • /
    • 2016
  • It is very important to select relevant variables in regression models for survival analysis. In this paper, we introduce a penalized variable-selection procedure in multi-level frailty models based on the "frailtyHL" R package (Ha et al., 2012). Here, the estimation procedure of models is based on the penalized hierarchical likelihood, and three penalty functions (LASSO, SCAD and HL) are considered. The proposed methods are illustrated with multi-country/multi-center bladder cancer survival data from the EORTC in Belgium. We compare the results of three variable-selection methods and discuss their advantages and disadvantages. In particular, the results of data analysis showed that the SCAD and HL methods select well important variables than in the LASSO method.

A Study on the Mediation Roll of Risk about the Repurchasing Intention of Hotel Services (호텔서비스 재구매의도에 있어서 위험의 매개적 역할에 관한 연구)

  • Yoo, Jong-Keun
    • Journal of Global Scholars of Marketing Science
    • /
    • v.8
    • /
    • pp.183-206
    • /
    • 2001
  • The purpose of this thesis is to find out mediational role of risk about the repurchasing intention of hotel services. The result of this study can provide some directives for the strategic marketing implementation in the hotel industry. The results of the analysis are as follows: 1. To study the effect of perceived service quality on the repurchasing intention of customers, multi regression analysis was executed and, in the personnel service as well as in the physical service, it showed a plus (+) effect on the result. 2. To study the effect of perceived service quality on the perceived risk, multi regression analysis was executed and, in the part of performance risk and socio-psychological risk of the personnel service, it showed a negative(-) effect on the result; however, in the physical service, it doesn't give any statistical meaningful influence on the result. And, on the physical risk, those two service quality showed a negative(-) effect in the meaningful level. 3. To study the effect of perceived Risk on the repurchasing intention of customers, a multi regression analysis was also executed and, in the parts of all risks of performance, socio-psychological and physical, it showed a negative(-) effect on the result in the meaningful level.

  • PDF