• 제목/요약/키워드: hierarchical regression method

검색결과 231건 처리시간 0.024초

인구사회학적 변인, 부모 및 개인 변인이 대학생의 우울에 미치는 영향: 부모와의 애착, 자존감 및 자아탄력성을 중심으로 (The effects of sociodemographic, parental, and personal variables on depression among university students: Focus on attachment to parents, self-esteem, and ego resilience)

  • 심정연;윤경자
    • 한국가족관계학회지
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    • 제23권2호
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    • pp.89-109
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    • 2018
  • Objectives: The study aims to examine the influence of university students' sociodemographic variables, parents' variables, and personal variables on their level of depression. Method: The study included a total of 334 university students enrolled in Busan. The data were used to perform correlational analysis and hierarchical regression analysis and were processed using the SPSS 23.0 program. Results: The main results of this study were as follows: First, the hierarchical regression analyses revealed that the most influential model was the model of personal variables. Among the personal variables, self-esteem was the most influential factor responsible for university students developing depression - the higher their level of self-esteem, the lower their level of depression. Among the parent variables, attachment to their father was the second most significant influence on the depression level of university students. Conclusions: This study showed that, in addition to attachment to their father, their self-esteem was highly significant in predicting university students' depression. The results of these findings have implications for future research in the form of programs and education to improve the relationship with fathers. Furthermore, the results of this study could be used to help and provide basic resources to alleviate and prevent university students' depression by strengthening their self-esteem.

간호대학생의 동아리 활동이 대인관계능력 및 심리적 안녕감에 미치는 영향 (The Effects of Club Activities on Communication Skills and Psychological well-being of Nursing Students)

  • 이금주
    • 산업융합연구
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    • 제21권9호
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    • pp.103-111
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    • 2023
  • 본 연구는 k시의 간호대학생 동아리 활동이 대인관계능력 및 심리적 안녕감에 미치는 영향을 확인하고자 시행되었다. 자료수집은 2022년 10월 31일부터 11월 30일까지 실시하였고 간호학과 재학생 101명 중 동아리 활동 참여자는 78명이었다. 자료 분석은 기술통계, t-test, hierarchical multiple regression analysis를 이용하였다. 대인관계능력의 평균 점수는 3.97±0.47점, 심리적 안녕감의 점수는 3.62±0.44점이었다. 대상자의 대인관계능력의 영향 요인은 환경지배(β=.27 p=.010), 긍정적 대인관계(β=.23, p=.026)순으로 총변화량의 46.8%를 설명하였고, 심리적 안녕감의 영향 요인에서는 의사 소통(β=.29, p=.009)이 유의한 영향 요인으로 총 변화량의 47%를 설명하였다. 본 연구결과를 토대로 간호대학생의 대인관계 능력과 심리적 안녕감을 향상 시키기 위한 교육적 전략과 프로그램이 필요하다.

Neural network-based generation of artificial spatially variable earthquakes ground motions

  • Ghaffarzadeh, Hossein;Izadi, Mohammad Mahdi;Talebian, Nima
    • Earthquakes and Structures
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    • 제4권5호
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    • pp.509-525
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    • 2013
  • In this paper, learning capabilities of two types of Arterial Neural Networks, namely hierarchical neural networks and Generalized Regression Neural Network were used in a two-stage approach to develop a method for generating spatial varying accelerograms from acceleration response spectra and a distance parameter in which generated accelerogram is desired. Data collected from closely spaced arrays of seismographs in SMART-1 array were used to train neural networks. The generated accelerograms from the proposed method can be used for multiple support excitations analysis of structures that their supports undergo different motions during an earthquake.

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

  • 김보현;하일도;이동환
    • Journal of the Korean Data and Information Science Society
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    • 제27권2호
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    • pp.499-510
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    • 2016
  • 생존분석 회귀모형에서 적절한 변수를 선택하는 것은 매우 중요하다. 본 논문에서는 "frailtyHL" R 패키지 (Ha 등, 2012)를 기반으로 하여 다수준 프레일티 모형 (multi-level frailty models)에서 벌점화 변수선택 방법 (penalized variable-selection method)의 절차를 소개한다. 여기서 모형 추정은 벌점화 다단계 가능도에 기초하며, 세 가지 벌점 함수 (LASSO, SCAD 및 HL)가 고려된다. 개발된 방법의 예증을 위해 벨기에 EORTC (European Organization for Research and Treatment of Cancer; 유럽 암 치료기구)에서 수행된 다국가/다기관 임상시험 자료를 이용하여 세 가지 변수 선택 방법의 결과를 비교하고, 그 결과들의 상대적 장 단점에 대해 토론한다. 특히, 자료 분석 결과에 의하면 SCAD와 HL방법이 LASSO보다 중요한 변수를 잘 선택하는 것으로 나타났다.

간호조직에서 변혁적 리더쉽과 조직몰입의 관계에 대한 연구;성격특성의 조절효과를 중심으로 (A Study on the Relationship between Transformational Leadership and Organizational Commitment in Nursing Organization;Focusing on Moderating Effect of Personal Characteristics)

  • 김명숙;박영배
    • 간호행정학회지
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    • 제7권1호
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    • pp.41-51
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    • 2001
  • Today's health care environment is rapidly changing and nurse administrators' leadership styles need to identify in nursing organization to achieve organizational objectives. By Bass(1985), transformational leadership stimulates the subordinates to be creative and achieve organizational objectives and is related to job satisfaction, job involvement, productivity, and organizational commitment. Transformational leadership process consists of charisma, intellectual stimulation, individual consideration. The purpose of this study is to identify the effect of transformational leadership and personal characteristics on nurses' organizational commitment. The subjects for this study consisted of 594 nurse from 8 University Hospitals and General Hospitals. The data were collected by personal characteristics scale, transformational leadership scale, and organizational commitment scale. The factor analysis, Cronbach's alpha analysis, Pearson correlation analysis, multiple regression analysis and hierarchical multiple regression analysis were used for the statistical method. The results of this study were found that (1) charisma dimension of transformational leadership has positive influence on nurses' organizational commitment; but another two dimensions(intellectual stimulation and individualized consideration) did not showed significant effect on organizational commitment (2) nurses' personal characteristic(internal locus of control) moderated the effect of transformational leadership on organizational commitment.

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임상간호사의 성격특성에 따른 변혁적 리더쉽과 직무몰입과의 관계 (A Study on the relationship between Transformational Leadership and Job Involvement according to Nurses' Personal Characteristics)

  • 김명숙;박영배
    • 한국보건간호학회지
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    • 제15권2호
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    • pp.249-261
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    • 2001
  • Today's health care environment is rapidly changing and nurse administrators' leadership styles need to identify in nursing organization to achieve organizational objectives. By Bass(1985), transformational leadership stimulates the subordinates to be creative and achieve organizational objectives and is related to job satisfaction, job involvement, productivity, and organizational commitment. Transformational leadership process consists of charisma, intellectual stimulation, individual consideration. The purpose of this study was to identify the effect of transformational leadership and personal characteries on nurses' job involvement. The subjects for this study consisted of 594 nurses from 8 University Hospitals and General Hospitals. The data were collected by personal characteristics scale, transformational leadership scale, and job involvement scale. The factor analysis, Cronbach's alpha analysis, Pearson correlation analysis, multiple regression analysis and hierarchical multiple regression analysis were used for the statistical method. The results of this study were found that (1) charisma dimension of transformational leadership has positive influence on nurses' job involvement ; but another two dimensions (intellectual stimulation and individualized consideration) did not showed significant effect on job involvement (2) nurses' personal characteristic (internal locus of control) moderated the effect of transformational leadership on job involvement.

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간호대학생의 핵심기본간호술 수행자신감 영향요인: 간호전문직관과 자기효능감을 중심으로 (Factors Influencing Confidence in Performing Fundamental Nursing Skills of Nursing Students: Focused on Professionalism and Self-efficacy)

  • 최금희;홍민주;권수혜
    • 기본간호학회지
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    • 제26권2호
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    • pp.107-116
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    • 2019
  • Purpose: The purpose of this study was to identify factors with nursing students's confidence in performing fundamental nursing skills. The focus was on professionalism and self-efficacy. Method: For the sample 258 fourth graders of nursing students were recruited in two universities located in Gyeongnam or Ulsan. Data were analyzed using t-test, Pearson's correlation coefficients, and hierarchical multiple regression. Results: The mean score for confidence in performing fundamental nursing skills was $3.71{\pm}0.58$. Nursing professionalism and self-efficacy were positively correlated with confidence in performing fundamental nursing skills. Analysis using multiple regression showed that 27% of factors predicting confidence in performance of fundamentals of nursing practice (F=16.43, p<.001) included nursing professionalism (${\beta}=.37$, p<.001), self-expression (${\beta}=.15$, p=.009), and self-efficacy (${\beta}=.14$, p=.029). Conclusion: Findings show that nursing professionalism is one of the major factors influencing confidence in performing fundamental nursing skills. In order to improve the confidence in performing fundamental nursing skills, it is necessary to establish effective educational strategies that firmly enhance nursing professionalism and improve self-efficacy in nursing students.

AUC 차이를 이용한 미결정자 추론방법 (Undecided inference using the difference of AUCs)

  • 홍종선;나해린
    • 응용통계연구
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    • 제34권2호
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    • pp.141-152
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    • 2021
  • 미결정자 추론을 재평가하기 위해 기존 변수에 새로운 변수들을 추가하는 통계 모형이 필요하다. 미결정자와 결정자의 양성률은 다르게 계산되기 때문에 MNAR 가정이 필요하다. 본 연구에서는 두 통계적 모형이 계층 관계를 가지고 있으므로, 두 AUC 차이의 신뢰구간을 이용하여 MNAR 가정하에서 미결정자를 추론한다. AUC 차이 신뢰구간의 추정방법 중에서 모의실험을 통하여 네 종류의 방법의 성능이 우수함을 발견하였다. 그리고 네 종류의 방법을 바탕으로 로지스틱 회귀를 이용한 미결정자 추론에 도움이 되는 변수를 선택하는 방법을 제안한다.

Infant-rearing experiences of parents during the COVID-19 pandemic in South Korea: a mixed-methods approach

  • In-Hye Song;Kyung-Ah Kang
    • Child Health Nursing Research
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    • 제30권1호
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    • pp.31-44
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    • 2024
  • Purpose: This study aimed to identify the infant-rearing experiences of parents during the coronavirus disease 2019 (COVID-19) pandemic and provide foundational data for the development of infant-rearing support programs during pandemic situations. Methods: Convergent mixed methods were used to better understand the research outcomes by converging both quantitative and qualitative data. A total of 149 parents with infant-rearing experiences during the pandemic responded to a self-report survey, and 10 parents participated in the interviews. Data were analyzed using Colaizzi's method, descriptive statistics, t-test, one-way analysis of variance, the Scheffé test, Pearson correlation coefficients, and hierarchical regression. Results: Analysis of qualitative data yielded the following three categories: five theme clusters, ten themes, and thirty-nine subthemes. The factors influencing infant-rearing behavior were nuclear family (β=.34, p<.001) and rearing stress (β=-.39, p<.001). The explanatory power of the regression equation was 26.6%. Conclusion: Infectious disease disasters, such as the COVID-19 pandemic, can quickly alter infant-rearing conditions, causing heightened parental anxiety. This may affect infant-rearing behaviors and hinder healthy infant development. Future research should develop a comprehensive tool to measure holistic health-related parenting behaviors across the different stages of child development. Additionally, pediatric nurse practitioners can play an active role in educating parents, supporting parenting, and promoting healthy infant development in their communities, making pediatric nurse practitioners a highly relevant and necessary healthcare profession during infectious disease disasters. Thus, there is a need to improve institutions and build infrastructure at the national level to support them.

COVID-19시대 대학생들의 스트레스 대처방법과 여가제약협상의 관계 (The relationship between stress coping methods and leisure constraint negotiations among college students in COVID-19 Pandemic)

  • 임진선;최아론
    • 한국응용과학기술학회지
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    • 제38권2호
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    • pp.587-594
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    • 2021
  • 이 연구의 목적은 포스트 코로나 시대에 있는 대학생들의 스트레스 대처방법이 여가제약협상에 어떻게 영향을 미치는지를 살펴보는 것이다. 이 연구의 목적을 달성하기 위하여, 2021년 1월 25일부터 2월 19일까지 전북, 전남, 부산에 소재한 대학생을 대상으로 설문조사를 실시하여 총 247명의 자료를 분석에 사용하였다. 자료분석은 SPSS 21.0과 AMOS18.0 을 사용하여 기술통계, 확인적 요인분석, ANOVA와 위계적 회귀분석을 실시하였다. 그 결과 COVID-19 이전과 이후의 여가유형에 변화에 따라 여가제약협상에 차이가 나타났다. 대학생들의 스트레스 대처방법에 따라 여가제약협상에 대한 부분에 긍정적인 영향을 미치는 것으로 나타나 대처방안에 대한 세부적 접근에 대해 고민해야 할 것이다. 특히 스트레스 대처방법 중 적극적인 스트레스 대처방법(문제중심 대처, 사회적지지추구)이 여가제약협상에 긍정적 영향을 미치고 있음을 확인 할 수 있었다. 따라서 COVID-19와 연계하여 스트레스 대처와 연계한 여가제약이나 여가만족 등 다각도의 접근이 필요 할 것으로 판단된다.