• 디지털융복합연구
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• 제16권1호
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• pp.231-242
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• 2018

병원 재원일수의 효율적 관리는 병원의 수익과 환자의 진료비 절감을 위해 매우 중요한 요소이다. 이러한 재원일수의 효율적 관리를 위해서는 병원들이 재원일수에 대해서 벤치마킹을 할 수 있도록 지원이 필요하고 재원일수 절감의 구체적인 방향을 제시해 줄 수 있는 재원일수 예측모형의 개발이 필요하다. 본 연구에서는 2013년과 2014년도 퇴원손상환자자료 중 급성뇌졸중 환자를 추출하여 분석용 자료를 만들고 인공지능을 이용하여 급성뇌졸중 환자의 재원일수 예측모형을 개발하였다. 분석용 자료는 훈련용 60%, 평가용 40%로 분류하였다. 모형개발은 전통적 통계기법인 다중회귀분석기법과 인공지능기법인 대화식 의사결정나무기법, 신경망 기법, 그리고 이들을 모두 통합한 앙상블기법을 이용하였다. 모형평가는 Root ASE(Absolute error) 지표를 이용하였는데, 다중회귀분석은 23.7, 대화식결정나무 23.7, 신경망 분석은 22.7, 앙상블은 22.7로 나타났고 이를 통하여 재원일수 예측모형 개발에 인공지능기법의 유용성이 입증되었다. 앞으로 재원일수 예측모형개발에 인공지능 기법을 보다 효율적으로 활용할 수 있는 방안에 대해서 계속적인 연구가 이루어 질 필요가 있다.

• 정보처리학회논문지:소프트웨어 및 데이터공학
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• 제7권4호
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• pp.129-134
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• 2018

최근, 인공신경망 모델은 예측, 수치제어, 로봇제어, 패턴인식 등의 분야에서 촉망되는 기술이다. 본 연구에서는 인공신경망 모델을 이용하여 온실 외부 온도를 예측하고 이를 온실제어에 활용하는데 목적이 있다. 예측 모델의 성능 평가를 위해 다중회귀모델과 SVM 모델과의 비교분석을 수행하였다. 평가 방법으로는 10-Fold Cross Validation을 사용하였으며, 예측 성능 향상을 위해 상관관계분석 통해 데이터 축소를 수행하였고, 측정 데이터로부터 새로운 Factor 추출하여 데이터의 신뢰성을 확보하였다. 인공신경망 구축을 위해 Backpropagation algorithm을 사용하였으며, 다중회귀모델은 M5 method로 구축하였고, SVM 모델을 epsilon-SVM으로 구축하였다. 각 모델의 비교분석 결과 각각 0.9256, 1.8503과 7.5521로 나타났다. 또한 예측모델을 온실 난방부하 계산에 적용함으로써 온실에 사용되는 에너지 비용 절감을 통한 수입증대에 기여할 수 있다. 실험한 온실의 난방부하는 3326.4kcal/h이며, 총 난방시간이 $10000^{\circ}C/h$일 때 연료소비량은 453.8L로 예측된다. 아울러 데이터 마이닝 기술 중 하나인 인공신경망을 정밀온실제어, 재배기법, 수확예측 등 다양한 농업 분야에 적용함으로써 스마트 농업으로의 발전에 기여할 수 있다.

• 대한원격탐사학회지
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• 제30권3호
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• pp.399-415
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• 2014

The intensity of stormwater runoff is particularly acute across cities located in arid climates. During flash floods loose sediment and pollutants are typically transported across sun-hardened surfaces contributing to widespread degradation of water quality. Rapid, dense urbanization exacerbates the problem by creating continuous areas of impervious surfaces, perforated only by a few green patches. Our work demonstrates how the latest techniques in remote sensing can be used to routinely measure urban land cover types, impervious cover, and vegetated areas. In addition, multiple regression models can then infer relationships between urban land use and land cover types with stormwater quality data, initially sampled at discrete monitoring sites, and then extrapolated annually across an arid city; in our case, the city of Phoenix in Arizona, USA. Results reveal that from 30 storm event samples, solids and heavy metal pollutants were found to be highly related with general impervious surfaces; in particular, with industrial and commercial land use types. Repercussions stemming from this work include support for public policies that advocate environmental sustainability and the more recent focus on urban livability. Also, advocacy for new urban construction and re-development that both steer away from vast unbroken impervious surfaces, in place of more fragmented landscapes that harmonize built and green spaces.

• 대한가정학회지
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• 제39권9호
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• pp.175-188
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• 2001

The purpose of this study was to examine the relationships between child's self-regulation and stress according to child's sex. The subjects for this study were 380 children of 5-6th grade selected from elementary schools in Busan. Lee, Soon-Kyu's questionnaires(1994) on child's self-regulation and Han, Mi-Hyun's questionnaires(1996) on child's stress were used. Statistical techniques such as Manova, Pearson's correlation, multiple regression, canonical were used. The resets were as follows : (1) According to sex, there were significant differences in child's self-regulation and stress. The girls showed more self-regulation and higher friend-related stress than the boys. The boys showed higher parent-related stress than the girls. (2) Relationships between child's self-regulation and stress showed as follows : The boys who used more impulsive-control perceived lower friend-related stress, lower school-related stress, lower teacher-related stress, and lower surroundings-related stress. And the boys who used more behavioral-control perceived lower school-related stress, lower teacher-related stress, and lower surroundings-related stress. (3) The predicted variable for boy's friend-related stress was impulsive-control. The predicted variables for boy's school-related stress, teacher-related stress and surroundings-related stress were impulsive-control and behavioral-control. (4) Among three dimensions of self-regulation for boy, the effective variables were impulsive-control and behavioral-control. And among six dimensions of stress were surroundings-related stress, school-related stress and friend-related stress. Implications of this study were discussed in terms of child's self-regulation and stress.

• 아동학회지
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• 제17권1호
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• pp.173-188
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• 1996

The purpose of this study was to examine the relation of stress and perceived social supports to problem behavior during childhood, with particular emphasis on the main and stress-buffering effects of perceived social supports. Such demographic data as parents' educational level, father's job, mother's employment, family income, and child's sex and age were also in chided in the study. Statistical techniques were ANOVA, t-test, and multiple regression. Major findings were that behavior problems of children increased with children's stress and decreased by perceived social supports. Perceived social supports moderated the relation between children's stress and problem behavior. Children's stress and perceived social supports differ by educational level of parents, father's job, and family income. Behavior problems of children were differed by family income, father's educational level and job. Children's stress and behavior problems differed by sex and age in some sub-domains, but perceived social supports did not differ by children's sex and age. Perceived social support from friends was the most influential factor affecting children's problem behavior. Therefore, friends may be considered the most important source of social support that is available for adjustment and for coping with stress during childhood.

• 한국보건간호학회지
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• 제32권2호
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• pp.208-220
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• 2018

Purpose: This study examined the mediating effects of self-esteem on the relationship of college students' parental acceptance-rejection rearing attitude and aggression according to gender. Methods: This study was conducted as a descriptive survey. Data were collected using a self-report questionnaire from the 1st to 20th of November 2017, and questionnaires from 266 college students were used in the analysis using a Chi-square test, Fisher's exact test, t-test, Pearson correlation coefficients, simple and multiple regression techniques with the PASW/WIN 20.0 program. Results: In male students, self-esteem had perfect mediating effects on the relationship between the parental acceptance-rearing attitude and aggression. On the other hand, it had partial mediating effects on the relationship between the parental rejection-rearing attitude and aggression. In female students, self-esteem did not have mediating effects on the relationship between the parental acceptance-rejection rearing attitude and aggression. Conclusion: To reduce college students' aggression, it is necessary to build effective strategies to redefine the parent-child relationship and develop a self-esteem promotion program considering gender.

• Journal of Periodontal and Implant Science
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• 제26권3호
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• pp.689-699
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• 1996

The purpose of this research is to determine elements affecting the out-of-pocket cost of woman. The sample consisted of 1907 women living Iksan city. The survey was conducted by means of questionnaires. The model used in the analysis of out-of-pocket cost was the Andersen-Newman model, while the analysis techniques used were stepwise multiple regression and path analysis. The number of independent variables used in the analysis was 28 in total, ie 19 predisposing components, 6 enabling components, and 3 need components. In this study, the amount of variance by the model was 17 percent. Number of restricted activity days caused by oral disease, perceived susceptibility of dental disease, having a regular dental care, dental treatment costs, education level and income were found to have significant major effects on out-of-pocket cost. Number of restricted activity days caused by oral disease was the most important variable affecting out-of-pocket cost of woman. Also out-of-pocket cost shows larger effect due to enabling components than frequency of dental utilization.

• 한국문헌정보학회지
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• 제40권2호
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• pp.217-242
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• 2006

본 연구는 국내 문헌정보학분야의 대표적인 4개 학술지에 2001부터 2004까지 발표된 792편의 연구논문 중 추론통계를 사용한 86편의 연구논문에서 활용한 데이터 수집방법과 추론통계기법을 비평적으로 고찰하였다. 표집방법별로 그리고 신뢰도검사와 가설과 모형의 검정에 사용된 통계기법별로 대표 연구논문을 소개하고, 사용된 기법으로 데이터를 수집하고 분석하는 과정에서 보인 문제점들을 논의하였다. 분석된 연구에서 표집방법으로는 확률표집보다는 비확률표집이 주로 사용되었으며, 질문지를 이용하여 데이터를 수집한 연구의 평균응답률은 74.47%로 분석되었으나, 응답률이 낮을 경우 무응답으로 인한 표집과정의 오류를 밝히려는 노력은 부족한 것으로 파악되었다. 추론통계기법 중 특히 신뢰도검사, 교차분석, 다중회귀분석, 요인분석, 다차원척도를 사용하는데 문제가 있는 것으로 분석되었다.

• 종양간호연구
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• 제9권2호
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• pp.136-144
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• 2009

Purpose: This study was to compare the differences in self-care behaviors between the group with fighting spirit and the group with helplessness. Methods: This study utilized a cross-sectional descriptive design. A total of 97 ambulatory cancer patients completed the Mental Adjustment to Cancer (MAC) scale by Watson et al. (1988) and Self Care Behaviors Scale by Oh et al. (1997). The data was analysed using frequency, percentage, t-test, ANOVA, Pearson's correlation and stepwise multiple regression. Results: Fighting spirit group were found to conduct self-care behaviors more compared to the helplessness group (t=3.346, p<.0001). The score of the self-care behaviors in fighting spirit group was 4.42 out of a total score of 7 and that of helplessness group was 3.85. There was a significant difference (p<.0001) in self-care behaviors according to the level of faith and performance status. Fighting spirit ($R^2$=0.120, p<.0001), performance status ($R^2$=0.078, p=.001) were predictive of self-care behaviors. Conclusion: Cancer patients' mental adjustment is correlated with the degree of self-care behaviors. Having fighting spirit is one of the most adaptive techniques that cancer patients could use in adjustment to the life with cancer.

• 한국학교보건학회지
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• 제31권1호
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• pp.29-38
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• 2018

Purpose: The purpose of this study is to investigate the mediator effect of major satisfaction in relation to depression and job-seeking stress of university students according to the majors. Methods: This descriptive study was conducted in three universities randomly chosen from 47 universities in Seoul, Korea. Participants were 241 undergraduate students who were eligible and agreed to participate in the study. Data were collected from October 27 to November 10, 2014. The data were analyzed with descriptive statistics, $x^2$ test, Fisher's exact test, t-test, Kruskal-Wallis test, Pearson correlation coefficients, simple and multiple regression techniques with the PASW/WIN 20.0 program. Results: There were significant negative, negative, and positive correlations between job-seeking stress and major satisfaction, major satisfaction and depression, and job-seeking stress and depression regardless of major field, respectively. Moreover, in the major group in natural science and engineering, the link between job-seeking stress and depression was partially mediated by major satisfaction. Conclusion: The findings of this study contribute to providing basic data for the development of job-seeking stress and depression intervention programs and future study for university students.