• 제목/요약/키워드: predictor importance

검색결과 95건 처리시간 0.021초

완전비선형 Boussinesq방정식을 이용한 쇄파대의 파랑변형 모의 (Surf Zone Wave Transformations Simulated by a Fully Nonlinear Boussinesq Equation)

  • 윤종태;김종무
    • 한국해안해양공학회지
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    • 제13권4호
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    • pp.296-308
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    • 2001
  • Wei et al.의 완전비선형 Boussinesq방정식을 4차의 Adams predictorcorrector기법을 사용하여 차분하고 면 내부조파기법과 스폰지 경계충을 사용하였으며 쇄파구조를 추가하였다. 면 내부조파기법을 사용해 목적파를 잘 재현할 수 있었다. 비선형성이 부각되는 고립파의 천수실험을 통해 완전비선형 모형의 정화성을 확인할 수 있었고 해저평붕으로 인한 규칙파의 변형을 모의해 보았다. 쇄파 수치실험을 통해 적용된 쇄파구조의 특성을 확인해 보았고 수중천퇴에 대한 이차원 파랑전파 수치실험을 통해 비선형 모형의 중요성을 확인하였다.

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모아 애착과 회복이 어려운 환아의 치료 포기와의 관계 (A Study about the Relationship between Maternal Attachment and Discharge Against Advice in High Risk Infants)

  • 김태임
    • 대한간호학회지
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    • 제12권2호
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    • pp.31-44
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    • 1982
  • The purpose of this study was to analyze the relationship between maternal attachment and discharge against advice in high risk infants and determine the factors which affect discharge against advice. Data of this study were collected by means of reviewing the medical records of 127 in-patients who were diagnosed as high risk infants in admission and interviewing of the mothers of these patients was done by telephone. The high risk categories were neonatal hyperbilirubinemia, congenital anomaly, congenital heart disease, blood disorder, neonatal infection and birth injury. Maternal attachment was measured by deviding the subjects into 2 groups, the one the continuing treatment group and the other the discharge against advice group. Maternal attachment is determined by an interplay of maternal attitude and specific infant behaviors. Maternal attachment developes through continuous physical and psychological contact between mother and infants. Later it developes into maternal love. The results were as follows: 1. There was a significant association between maternal attachment and discharge against advice, that is, the attachment score was higher in the continuing treatment group. 2. Inspite of controlling medical insurance, severity of disease and the length of stay, it was found that there continued to be either a partially significant or fully significant relationship between maternal attachment and discharge against advice. Stepwise multiple regression revealed that maternal attachment was second in importance as a predictor of discharge against advice, which indicates that maternal attachment was a significant predictor of discharge against advice. 3. Stepwise multiple regression revealed that in 32.3% of these cases the significant predictors of discharge against advice were length of stay, maternal attachment, delivery type, feeding type and income.

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Random Forest를 이용한 남한지역 쌀 수량 예측 연구 (Rice yield prediction in South Korea by using random forest)

  • 김준환;이주석;상완규;신평;조현숙;서명철
    • 한국농림기상학회지
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    • 제21권2호
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    • pp.75-84
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    • 2019
  • 이 연구의 목적은 random forest 를 활용하여 기상요소만을 이용하여 우리나라 전체의 벼 평균수량을 예측하는데 있다. Random forest 는 예측에 사용되는 각 predictor variable 을 분리할 수 있는데 이를 통해 분리된 시계열 상의 추세가 비정상적인 증가형태를 보였다. 이는 결국 예측능력의 저하로 이어지기 때문에 이를 제거할 필요가 있고 본 연구에서는 이동 평균을 이용하여 제거한 후 예측을 하였다. 1991 년부터 2005 년까지의 기상자료와 수량자료를 학습에 사용하였고 2006 년부터 2015 년까지의 자료들을 검증용으로 사용하였다. 학습자료에 대해서는 상당히 정확한 예측 능력을 보여주었으나 검증 자료에서는 그렇지 못하였다. 그 이유를 분석하기 위해 학습 자료와 검증자료에 대해서 각각 변수 중요도를 산출하여 비교한 결과 두 자료 간에 월별 기상 자료에 대한 중요도가 변동되었음을 발견하였다. 이러하 차이가 발생한 이유는 학습자료와 검증 자료에서의 전국적으로 표준이앙기가 이동하여 벼의 생육기간 자체가 변하였기 때문이다. 따라서, 정확한 예측을 위해서는 지역별 파종기 또는 이앙기에 대한 자료가 필요하며 단순히 기상 자료만을 활용한 예측은 어려운 것으로 생긱된다.

장애아동의 행동에 대한 어머니의 귀인 성향과 양육행동 (A Study of Maternal Attributions and Parenting Behaviors of Children with Developmental Disabilities)

  • 장현숙;유애란
    • 가정과삶의질연구
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    • 제22권2호
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    • pp.13-21
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    • 2004
  • This study examined the role of maternal attribution in parenting behaviors of mothers who have a child with developmental disabilities. Using an attributional model, it assessed whether maternal attributions about the child's knowledge, capacity, expectation, and responsibility for behavior problems have effects on maternal behaviors of affect, authoritarian control, and overprotect. The sample consisted of 161 mothers of elementary children with developmental disabilities. Multivariate regression analysis revealed that maternal attribution about the child's capacity for misbehavior had positive influence on maternal affect and negative influence on authoritarian control behaviors, and that maternal attribution of responsibility for misbehavior positively influenced maternal authoritarian control and overprotect behaviors. Also, maternal attribution about the child's knowledge for misbehavior had negative influence on maternal overprotect behaviors. In addition, such background factors as number of disability, maternal education, and job of mother were significant predictors for maternal attribution, while maternal self-esteem was a strong significant predictor for mothering behaviors. The findings suggest the importance of maternal attributions in parenting.

A comparison of neural networks to ols regression in process/quality control applications

  • Nam, Kyungdoo;Sanford, Clive C.;Jayakumar, Maliyakal D.
    • 경영과학
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    • 제11권2호
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    • pp.133-146
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    • 1994
  • This study compares the performance of neural networks and ordinary least squares regression with quality-control processes. We examine the applicability of neural networks because they do not require any assumptions regarding either the functional from of the underlying process or the distribution of errors. The coefficient of determination($R^2$), mean absolute deviation(MAD), and the mean squared error(MSE) metrics indicate that neural networks are a viable and can be a superior technique. We also demonstrate that an assessment of the magnitude of the neural notwork input layer cumulative weights can be used to determine the relative importance of predictor variables.

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간호사의 감정노동과 소진, 이직의도와의 관계에서 자기효능감과 사회적 지지의 역할 (The Role of Self-Efficacy and Social Support in the Relationship between Emotional Labor and Burn out, Turn over Intention among Hospital Nurses)

  • 김인순
    • 간호행정학회지
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    • 제15권4호
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    • pp.515-526
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    • 2009
  • Purpose: The purpose of this study was to investigate the role of Self-efficacy and Social Support in the emotional labor among hospital nurses. Method: Data was collected from 389 nurses in 3 general hospitals by means of structured questionnaires. Data was analyzed with descriptive statistics, Pearson's correlation coefficient and hierarchial multiple regression using the SPSS 14.0 program. Result: (a) self-efficacy of hospital nurses had no significant moderating and mediating effects between emotional labor and burn out, turn over intention. (b) Social support of hospital nurses had significant mediating effects between emotional labor and burn out, turn over intention. However, social support did not show moderating effects. Conclusion: Social support was a more important predictor of emotional labor than self-efficacy of hospital nurses. This finding suggests the importance of social support to increase hospital nurses psychological well-being and development of organization.

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모자간의 애착 및 모의 결혼관계에 따른 아들 부부의 결혼만족도 : 인과적 모형 (The Attachment Between Mother and Married Son and Mother's Marital Relationship to Son's Marital Satisfaction: A Path Model)

  • 유은희
    • 대한가정학회지
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    • 제27권2호
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    • pp.149-162
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    • 1989
  • Based on attachment theory and family system theory, this study was attempted to construct a path model in which showed how adult son-mother relationship and mother's marital relationship influence son's marital satifaction. Predictor variables examined were the attachment between mother and married son, mother's dependency, mother's marital relationship, son's filial obligation, son's marriage years. Data were analyzed from survey and structured interviews conducted with 111 families including married son, his wife and his mother. Results indicated that the attachment between mother and married son influenced directly to son's marital satisfaction while the other variables had an indirect influence via the attachment between mother and son. The importance of the relationship between mother and married son to son's marital satisfaction received string support.

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Relationship of Somatic Cell Count and Mastitis: An Overview

  • Sharma, N.;Singh, N.K.;Bhadwal, M.S.
    • Asian-Australasian Journal of Animal Sciences
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    • 제24권3호
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    • pp.429-438
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    • 2011
  • Mastitis is characterized by physical, chemical and bacteriological changes in the milk and pathological changes in the glandular tissue of the udder and affects the quality and quantity of milk. The bacterial contamination of milk from the affected cows render it unfit for human consumption and provides a mechanism of spread of diseases like tuberculosis, sore-throat, Q-fever, brucellosis, leptospirosis etc. and has zoonotic importance. Somatic cell count (SCC) is a useful predictor of intramammary infection (IMI) that includes leucocytes (75%) i.e. neutrophils, macrophages, lymphocytes, erythrocytes and epithelial cells (25%). Leucocytes increase in response to bacterial infection, tissue injury and stress. Somatic cells are protective for the animal body and fight infectious organisms. An elevated SCC in milk has a negative influence on the quality of raw milk. Subclinical mastitis is always related to low milk production, changes to milk consistency (density), reduced possibility of adequate milk processing, low protein and high risk for milk hygiene since it may even contain pathogenic organisms. This review collects and collates relevant publications on the subject.

Ethnic Differences in Cigarette Smoking Behavior: The Paso del Norte 2002 Behavioral Risk Factor Surveillance Survey

  • Lee, Gang
    • 한국조사연구학회지:조사연구
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    • 제12권2호
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    • pp.159-173
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    • 2011
  • The goal of this study is to identify and compare predictors of smoking initiation, persistence and smoking status among Hispanics and Whites. The sample includes 1,410 Hispanic and non-Hispanic White adults living in El Paso, TX, USA and Do$\tilde{n}$a Ana and Otero counties, NM, USA from the Paso del Norte 2002 BRFSS. Whites reported higher rates of cigarette smoking and became regular smokers earlier than Hispanics. Males were twice more likely to initiate cigarette smoking and progress to regular smoking than females among Hispanics, but this gender difference among Whites was not significant. Childhood exposure to drinkers or alcoholics was an important predictor of smoking initiation and becoming a regular smoker, but only among Hispanics. Few identified ethnic differences in predictors of smoking were found. The findings underscore the importance of Hispanic norms on smoking behaviors. Prevention efforts need to address the culture as one of the important components relevant to smoking.

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Effects of Grandparenting and Emotional Attachments on the Emotional and Behavioral Disorder Symptoms of Grandchildren

  • Sohn, Byoung-Duk
    • International Journal of Human Ecology
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    • 제10권2호
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    • pp.13-24
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    • 2009
  • The effects of grandparenting involvement and emotional attachments on emotional and behavioral development among adolescents were explored through the use of a UK cross-sectional national data of 1,566 adolescents aged eleven to sixteen years old receiving some form of grandparenting. A correlation and logistic regression analyses yielded results that supported the positive effects of grandparenting on the emotional and behavioral disorder symptoms of adolescents. The results indicate that most selected socio-demographic, grandparenting involvement, and the emotional attachment variables of grandchildren influenced the likelihood of increasing or decreasing emotional disorder symptoms among adolescents. However, no support was found for perceiving emotional attachments with grandparents as a predictor of behavioral disorder symptoms among youth, whereas socio-demographic and grandparenting involvement variables showed significant impacts on behavioral disorder symptoms. The findings highlight the importance of a systematic approach about the socio-demographic characteristics, levels of grandparenting, and emotional attachment levels with grandparents to understand youth cared for by grandparents that experience emotional and/or behavioral disorder symptoms, when intervention or prevention programs are considered.