• 제목/요약/키워드: multi-regression statistics

검색결과 113건 처리시간 0.023초

다수준분석을 활용한 개인특성 및 지역환경에 따른 우울증 관련 영향요인 분석 (Related Factors of Depression according to Individual Attributes and Regional Environment: Using Multi-Level Analysis)

  • 문석준;이가람;남은우
    • 보건행정학회지
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    • 제30권3호
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    • pp.355-365
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    • 2020
  • Background: This study is aimed to verify individual and regional-level factors affecting the depression of Koreans and to develop social programs for improving the depressive status. Methods: This study used individual-level variables from the Korean Community Health Survey (2018) and used the e-regional index of the Korean Statistical Information Service as the regional-level variable. A multi-level logistic regression was executed to identify individual and regional-level variables that were expected to affect the extent of depressive symptoms and to draw the receiver operating characteristic curve to compare the volume of impact between variables from both levels. Results: The results of the multi-level logistic regression analysis in regards to individual-level factors showed that older age, female gender, a lower income level, a lower education level, not having a spouse, the practice of walking, the consumption of breakfast higher levels of stress, and having high blood pressure or diabetes were associated with a greater increase in depressive symptoms. In terms of regional factors, areas with fewer cultural facilities and fewer car registration had higher levels of depressive symptoms. The comparison of area under the curve showed that individual factors had a greater influence than regional factors. Conclusion: This study showed that while both, individual and regional-level factors affect depression, the influence of the latter was relatively weaker as compared to the first. In this sense, it is necessary to develop programs focused on the individual, such as social prescribing at the local or community-level, rather than the city and nation-level approach that are currently prevalent.

결측되었거나 구간중도절단된 중간사건을 가진 준경쟁적위험 자료에 대한 가산위험모형 (Additive hazards models for interval-censored semi-competing risks data with missing intermediate events)

  • 김자연;김진흠
    • 응용통계연구
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    • 제30권4호
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    • pp.539-553
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    • 2017
  • 본 논문에서는 사망과 같은 종말사건의 발생 유무는 알고 있지만 치매 발병과 같은 중간사건이 구간중도절단 되었거나 연구 기간 도중에 추적이 끊겨 결측된 준경쟁적위험 자료에 대해 다중상태모형을 적용하여 모수를 추정하는 방법을 제안하였다. 이를 위해 본 논문에서는 상태 간의 전이강도는 로그정규 프레일티를 랜덤효과로 가진 Lin과 Ying(1994)의 가산위험모형을 따른다고 가정하였다. 다섯 가지 상태를 가진 다중상태모형에서 가능한 여섯 가지 경로별로 조건부우도를 정의하였고, 주변우도를 구하기 위해 조정중요표본추출법을 적용하였으며 반복유사뉴튼 방법으로 최적해를 구하였다. 소표본 모의실험을 통해 모수의 95% 신뢰구간 포함률이 명목값에 얼마나 가까운지 살펴보았으며, 제안한 모형을 Persones $Ag{\acute{e}}es$ Quid (PAQUID) 자료 (Helmer 등, 2001)에 적용하고 그 결과를 해석하였다.

광역상수도 유속계수와 영향인자에 관한 통계적 분석 (Statistical analysis of hazen-williams C and influencing factors in multi-regional water supply system)

  • 김범준;김길호;김형수
    • 한국수자원학회논문집
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    • 제49권5호
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    • pp.399-410
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    • 2016
  • 유속계수는 상수도 설계, 운영, 유지관리 등의 과정에서 항상 현장 실정이 고려된 값이 사용되어야 한다. 본 연구는 광역상수도 정밀안전진단 과정에서의 174개 실측자료를 바탕으로 유속계수와 주요 인자 간의 관계를 통계적 기법을 활용하여 분석하였다. 이들 관계를 분석하기 위해서 교차분석, 일원배치 분산분석, 상관분석 등을 수행하였으며, 그 결과 유속계수와 사용년수 및 관경이 높은 상관관계를 나타내고 여러 범주형 자료 형태 영향인자 중에 내부도장재가 상대적으로 유속계수에 많은 영향을 주는 것으로 검토되었다. 반면 다중회귀분석의 결과에서는 사용년수, 관경 및 수종이 중요한 영향인자인 것으로 검토되었다. 군집분석 결과, 유속계수는 기본적으로 사용년수 약 20년, 관경 1500mm를 기준으로 분류되는 경향이 있었으며, 유속계수는 전반적으로 사용년수에 많은 영향은 받으나 대구경 관에서는 상대적으로 사용년수보다 관경에 많은 영향을 받는 것으로 검토되었다. 마지막으로 본 연구에서는 회귀분석과 군집분석을 사용하여 유속계수 산정식들을 제안하였으며, 이러한 추정식들은 추후 광역상수도의 유속계수 결정 및 사용 시에 판단기준이 될 수 있을 것으로 판단된다.

간호대학생의 다문화 인식, 문화적 민감성이 문화 간 의사소통능력에 미치는 영향 (Influence of Multicultural Awareness and Cultural Sensitivity on Intercultural Communication Skills of the Korean Nursing Students)

  • 이은미;김선희
    • 한국산학기술학회논문지
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    • 제18권4호
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    • pp.459-468
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    • 2017
  • 본 연구는 간호대학생의 다문화 인식과 문화적 민감성이 문화 간 의사소통에 미치는 영향을 파악하고자 실시하였다. 대상자는 1개 광역시와 2개 지역도시에 소재한 3개 대학교의 간호학과에 재학 중이며, 임상실습을 1학기 이상 이수한 간호대학생 3, 4학년으로 총 353명이었다. 자료는 자가보고식 질문지로 수집하였으며, 자료 분석은 t-검정, 분산분석, Pearson의 상관계수 단순회귀분석과 다중회귀분석을 이용하여 분석하였다. 대상자의 문화 간 의사소통능력은 다문화 교육경험 유무, 외국인 친구 유무, 영어능력, 해외 체류경험 유무, 해외 체류기간에 따라 통계적으로 유의한 차이를 나타냈다. 또한 대상자의 문화간 의사소통능력은 다문화 인식과 문화적 민감성과 유의한 상관관계를 나타냈다. 다중회귀분석결과 대상자의 문화 간 의사소통능력에 영향을 미치는 요인은 다문화 인식, 다문화 교육경험, 영어능력이었고 설명력은 41.3%였다. 또한 단순회귀분석결과 해외 체류경험이 있는 대상자의 해외 체류기간의 설명력은 2.5%이었다. 따라서 간호대학생의 의사소통능력을 향상시키기 위해서는 다문화 인식을 증가시킬 수 있는 방안과 해외 체험을 고려한 다문화 교육과 언어능력의 증진방안을 개발하는 것이 필요하다.

리스크요소가 리스크관리 성공에 미치는 영향 분석 연구 (Analysis of Effect of Risk Factors on the Success of Risk Management)

  • 정연교;정병화
    • 한국건축시공학회지
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    • 제14권5호
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    • pp.443-449
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    • 2014
  • 최근 건설프로젝트에서 발생하는 리스크는 매년 감소하고 있지만 사망사고 등 중대리스크는 증가하는 실정이다. 이에 본 연구에서는 국내 건설회사의 리스크요소를 분석하기 위해 설문조사를 수행하였다. 그 결과 리스크관리 성공에 미치는 영향 요소인 공정, 공사비, 공사계획, 공사성공률, 발주자 만족도, 타공사 성공률 등을 종속변수로 하고 국내 건설회사의 리스크요소를 독립변수로 하여 다중회귀분석으로 분석하였다. 분석결과 리스크관리 성공에 미치는 리스크요소로는 Prototype선정, Simulation, 안전조직도 등이 중요한 요소로 분석되었다.

간호대학생의 문화적 역량이 간호전문직관에 미치는 영향 (Influence of Cultural Competence on Nursing Professionalism of Nursing Students)

  • 박미정;유하나
    • 한국간호교육학회지
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    • 제25권1호
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    • pp.38-47
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    • 2019
  • Purpose: The purpose of this study was to investigate the influence of cultural competence on nursing professionalism among nursing students in South Korea. Methods: A sample of 218 nursing students in three universities answered a self-report questionnaire. Descriptive statistics, t-test, ANOVA, Mann-Whitney U-test, Kruskal-Wallis test, Pearson's correlation analyses, and hierarchical multiple regression were used to analyze the data. Results: There were significant differences in cultural competence depending on the use of foreign language, having foreign friends, frequency of interaction with foreigners, multi-cultural education experiences, and level of demand for multicultural education. There were significant differences in nursing professionalism depending on grade level, satisfaction with major choice, college life satisfaction, and foreign language learning experience. There was a significant positive correlation between cultural competence and nursing professionalism. Lastly, significant predictors of nursing professionalism included satisfaction with major choice (${\beta}=.22$, p=.004), cultural awareness (${\beta}=.22$, p=.007) and cultural experience (${\beta}=.17$, p=.026). The regression model explained 20.2% of nursing professionalism. Conclusion: In order to establish desirable nursing professionalism, strategies for enhancing cultural awareness and cultural experiences in nursing education courses are needed both inside and outside the curriculum.

Spatial Gap-Filling of Hourly AOD Data from Himawari-8 Satellite Using DCT (Discrete Cosine Transform) and FMM (Fast Marching Method)

  • Youn, Youjeong;Kim, Seoyeon;Jeong, Yemin;Cho, Subin;Kang, Jonggu;Kim, Geunah;Lee, Yangwon
    • 대한원격탐사학회지
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    • 제37권4호
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    • pp.777-788
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    • 2021
  • Since aerosol has a relatively short duration and significant spatial variation, satellite observations become more important for the spatially and temporally continuous quantification of aerosol. However, optical remote sensing has the disadvantage that it cannot detect AOD (Aerosol Optical Depth) for the regions covered by clouds or the regions with extremely high concentrations. Such missing values can increase the data uncertainty in the analyses of the Earth's environment. This paper presents a spatial gap-filling framework using a univariate statistical method such as DCT-PLS (Discrete Cosine Transform-based Penalized Least Square Regression) and FMM (Fast Matching Method) inpainting. We conducted a feasibility test for the hourly AOD product from AHI (Advanced Himawari Imager) between January 1 and December 31, 2019, and compared the accuracy statistics of the two spatial gap-filling methods. When the null-pixel area is not very large (null-pixel ratio < 0.6), the validation statistics of DCT-PLS and FMM techniques showed high accuracy of CC=0.988 (MAE=0.020) and CC=0.980 (MAE=0.028), respectively. Together with the AI-based gap-filling method using extra explanatory variables, the DCT-PLS and FMM techniques can be tested for the low-resolution images from the AMI (Advanced Meteorological Imager) of GK2A (Geostationary Korea Multi-purpose Satellite 2A), GEMS (Geostationary Environment Monitoring Spectrometer) and GOCI2 (Geostationary Ocean Color Imager) of GK2B (Geostationary Korea Multi-purpose Satellite 2B) and the high-resolution images from the CAS500 (Compact Advanced Satellite) series soon.

종합병원 간호사의 다제내성균 감염관리 수행도에 영향을 미치는 요인 (Factors Influencing Performance of MultiDrug-Resistant Organisms Infection Control in Nurses of General Hospital)

  • 류정림;고유경
    • 기본간호학회지
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    • 제23권2호
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    • pp.149-160
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    • 2016
  • Purpose: The purpose of this study was to identify factors influencing performance of MultiDrug-Resistant Organisms (MDROs) infection control by nurses in general hospitals. Methods: The research design was a descriptive survey design using convenience sampling. Data were collected from 130 nurses working in 6 general hospitals. Collected data were analyzed using SPSS/WIN 21.0 program for descriptive statistics, t-test, ANOVA, Pearson correlation coefficients and multiple regression analysis. Results: General hospital nurses' MDROs infection control performance was influenced by their awareness of environmental safety, recognition of MDROs infection control, number of beds in the hospital, whether nurses had nursing experience with infection control and guidelines for MDROs infection control. The most important predictors of MDROs infection control performance were awareness of environmental safety and recognition of MDROs infection control. Conclusion: Findings indicate that it is necessary to include content related to awareness of environmental safety and recognition of infection control in developing MDROs infection control education programs for general hospital nurses.

건강신념모델에 근거한 중환자실 간호사의 다제내성균주 감염관리 수행에 영향을 미치는 요인 (Factors related to the Management of MultiDrug-Resistant Organisms among Intensive Care Unit Nurses: An Application of the Health Belief Model)

  • 김수영;차지영
    • 기본간호학회지
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    • 제22권3호
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    • pp.268-276
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    • 2015
  • Purpose: The purpose of this study was to identify factors which influence the management of MultiDrug -Resistant Organisms (MDROs) by nurses in Intensive Care Units (ICUs). Methods: Data were collected from December 8 to 20, 2013 and participants were 163 ICU nurses working in one general hospital. The Health Belief Model tool and knowledge and management of MDROs infection tools were used in the study. Descriptive statistics, t-test, analysis of variances, Pearson correlation coefficients and multiple regression were used to analyze the data. Results: Knowledge, perceived susceptibility, and perceived benefits had a significant influence on MRSA (Methicillin Resistant Staphylococcus Aureus,) and MDRAB (Multidrug Resistant Acinetobacter Baumannii) infection management when all the other variables were considered. Significant variable which had influence on VRE (Vancomycin Resistant Eenterococci) infection management were perceived susceptibility and perceived benefits. Conclusion: Perceived susceptibility and perceived benefits had significant influence on MDROs infection management. Emphasis needs to be on the perceived susceptibility and perceived benefits of MDROs infection management when providing an educational program for ICU nurses.

간호대학생의 다제내성균 감염관리역량에 영향을 미치는 요인 (Factors Affecting Competency of Infection Control of MultiDrug-Resistant Organisms among Nursing students)

  • 김희정
    • 한국보건간호학회지
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    • 제34권3호
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    • pp.490-502
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    • 2020
  • Purpose: This study aimed to identify the factors influencing competency for Multi-Drug Resistant Organisms (MDRO) infection control in nursing students with clinical practice experience. Methods: This cross-sectional descriptive study was conducted from May 2020 to August 2020 by including 175 nursing students in two nursing schools located in Daegu. The data were collected using self-report questionnaires. The data were analyzed using the SPSS/WIN 25.0 program with descriptive statistics, independent t-test, ANOVA, correlation, and multiple regression. Results: The competency of MDRO infection control was 3.41.±0.38. The attitude to patient safety management and - knowledge of MDRO infection control were 3.81±0.47 and 16.98±3.02, respectively. Factors influencing the competency of MDRO infection control were perceived benefit(β=.38, p<.001), knowledge toward MDRO infection control(β=.21, p=.001), attitude in patient safety management(β=.17, p=.028), and perceived barrier(β=-.15, p=.029) with an explanatory power of 34.2%. Conclusion: A systemic education program regarding MDRO infection control is needed for nursing students to provide knowledge related to MDRO infection control and help establish positive beliefs toward MDRO infection control and attitudes in patient safety management.