• Title/Summary/Keyword: 개입모형

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Long-term runoff simulation using rainfall LSTM-MLP artificial neural network ensemble (LSTM - MLP 인공신경망 앙상블을 이용한 장기 강우유출모의)

  • An, Sungwook;Kang, Dongho;Sung, Janghyun;Kim, Byungsik
    • Journal of Korea Water Resources Association
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    • v.57 no.2
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    • pp.127-137
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    • 2024
  • Physical models, which are often used for water resource management, are difficult to build and operate with input data and may involve the subjective views of users. In recent years, research using data-driven models such as machine learning has been actively conducted to compensate for these problems in the field of water resources, and in this study, an artificial neural network was used to simulate long-term rainfall runoff in the Osipcheon watershed in Samcheok-si, Gangwon-do. For this purpose, three input data groups (meteorological observations, daily precipitation and potential evapotranspiration, and daily precipitation - potential evapotranspiration) were constructed from meteorological data, and the results of training the LSTM (Long Short-term Memory) artificial neural network model were compared and analyzed. As a result, the performance of LSTM-Model 1 using only meteorological observations was the highest, and six LSTM-MLP ensemble models with MLP artificial neural networks were built to simulate long-term runoff in the Fifty Thousand Watershed. The comparison between the LSTM and LSTM-MLP models showed that both models had generally similar results, but the MAE, MSE, and RMSE of LSTM-MLP were reduced compared to LSTM, especially in the low-flow part. As the results of LSTM-MLP show an improvement in the low-flow part, it is judged that in the future, in addition to the LSTM-MLP model, various ensemble models such as CNN can be used to build physical models and create sulfur curves in large basins that take a long time to run and unmeasured basins that lack input data.

Achieving Health Equity Through Health Promotion (건강증진사업의 효율성과 형평성: 건강증진을 통한 건강 형평성 제고)

  • Moskowitz, Joel M.
    • Proceedings of The Korean Society of Health Promotion Conference
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    • 2005.09a
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    • pp.91-119
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    • 2005
  • 오타와 헌장에 따르면 건강증진은 건강형평성을 성취하는 것이다. 건강격차를 감소시키고, 모든 사람들이 건강잠재력을 달성할 수 있도록 동등한 기회와 자원이 제공되어야 한다. 또한 각 개인들은 자신의 건강에 대한 결정요인들에 대한 통제능력을 가져야 한다. 미국의 조기사망은 40%가 행동양식에 의하여, 30%가 유전적인 문제로, 15%가 사회적 환경에 의하여, 10%는 의료적 치료의 부족으로, 그리고 5%는 환경위해 물질에 대한 노출로 발생한다. 건강불평등을 발설시키는 사회적 요인으로는 경제적 요인을 들 수 있다. 이러한 요인으로 야기되는 건강불평등의 문제를 해결하여 건강형평성을 달성하기 위해서는 절대적 목표들과 평등관련 목표들이 모두 필요하다. 건강형평성은 인구집단의 건강과 함께 향상되는 것으로 나은 건강상태에 있는 사람들의 건강을 악화시키면서 건강형평성을 달성하는 것은 아니다. 각자의 관심이 형평성을 어떻게 규정하는가에 영향을 미친다. 혜택을 받은 사람들은 성과/투입의 정의를 선호하며, 소외계층은 똑같은 성과 또는 요구에 기반한 정의를 선호한다. Healthy People 2010은 미국의 국가적 예방체계를 의미하며, 가장 중요하며 예방 가능한 건강위협들을 파악하고 이러한 위협들을 감소하기 위한 목적들이 설정되어 있다. 궁극적인 목적은 건강한 삶의 질적인 면과 양적인 측면을 향상시키는 것이며, 건강불평등을 제거하는 것이다. 그러나 미국이 유럽의 국가들에 비해서 사회 프로그램에 대한 투자가 적은 이유는 재분배는 소수인종만을 위한 것이라는 믿음과, 우리는 개방되고 공정한 사회에 살고 있기 때문에 가난하다는 것은 가난한 사람들 자신들의 잘못으로 인한 것이라는 믿음 그리고 재분배를 방지하는 정치체계 때문이다. 국가기관인 CDC의 예방연구센터(Prevention Research Centers)는 지역사회 파트너들과 함께 건강증진, 질병예방, 그리고 질병과 상해로 인한 합병증을 관리하게 위한 효과적인 예방 전략을 개발하고 있다. 예방연구센터의 프로그램들은 지역사회 기반 참여연구와 소외된 계층에 중점을 두며, 다학제 간 접근방법을 활용하고, 교육기관, 공공보건기관 그리고 지역사회의 파트너들 간의 네트웍을 형성을 통한 협력관계를 강조하고 있다. 지역사회 위원회가 구성되어 있으며, 또한 근거중심 프로그램을 개발하고 있다. 이들은 건강 결정요인에 관한 연구, 형성적 연구, 개입 프로그램 및 프로그램의 확산에 관한 연구를 진행한다. UC Berkeley의 가족/지역사회 보건센터(Center for Family & Community Health)는 1993년에 설립되었다. 사업의 대상이 되는 주요 지역사회는 한국교민사회이며, 한국교민사회 자문위원회(Korean Community Advisory Board, KCAB)가 구성되어 있다. 1993년부터 2003년까지는 'Health is Strength' 사업이 시범연구사업으로 진행되었는데, 그 내용은 유방암과 자궁경부암 검진 프로그램이었다. 2003년부터 2009년까지 진행될 'Quitting is Winning'이라는 두 번째 시범연구사업은 남성들의 금연에 중점을 둔 사업이다. 'Health is Strength'는 아시아 보건서비스 및 한국교민사회 자문위원회가 함께 협력하여 진행된 사업으로, 주요 목표는 18세 이상 여성의 자궁암 조기 검진(Pap test)과 자가 유방검진 실천을 증가시키는 것이며, 50세 이상여성의 유방 임상검사와 유방 X선촬영 비율을 증가시키는 것이었다. 한 지역의 카운티에 거주하는 한국 여성들은 4년간의 개입프로그램의 대상이 되었으며, 이들을 대상으로 횡단적인 전화조사를 3번(사전, 중간, 사후)실시하였다. 개입 프로그램은 교회에서 워크샵 개최, Tell-A-Friend Form 작성하기, 포스터 및 책자 발행, 신문광고 등과 함께 자궁암 조기 검진(Pap test)과 유방 X선 촬영권을 무료로 제공하는 것으로 구성되었다. 'Quitting is Winning'은 지역사회 기반 참여 연구모형으로 한국교민사회 자문위원회는 흡연을 1순위의 사업으로 선정하였고, 근거에 기반한 금연 프로그램에 대한 연구들을 검토하여, 기존의 보편적 방법이 아닌 인터넷을 활용하는 프로그램을 진행하는 것으로 결정되었다. 이는 무작위 임상실험으로 연구대상으로 미국에 거주하는 한국인 남성흡연자 2300명을 모집하였다. 이들의 1/2은 실험군인 인터넷 프로그램 집단에, 또 다른 1/2은 대조군인 인쇄책자 집단에 무작위 할당되었다. 12개월 동안 11번의 진단이 인터넷을 통하여 진행되었으며, 참여와 참여유지에 대한 금전적인 보상이 제공되었다.

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A study on the effectiveness of core competency courses according to facilitating strategy of learning transfer focusing H Corporation (학습전이 촉진 전략에 따른 핵심역량교육의 효과성 연구 -H사 사례를 중심으로-)

  • Kim, Young-Kil
    • Journal of Digital Convergence
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    • v.12 no.8
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    • pp.175-186
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    • 2014
  • The purpose of this study is to demonstrate the effectiveness of core competency courses by scrutinizing H Corporation case. The primary data survey was taken from direct and indirect participants of H Corporation core competency courses. The findings from the study are as follow. Firstly, before-and-after average differences were significant in inspecting core competency courses. Secondly, participants' own expected core competency was comparatively lower than how observers evaluated the participants. Thirdly, Core competency courses directly and indirectly influenced on the business performance. Therefore, the conclusions of the study are firstly, core competency courses may work effectively for the goal of the company in changing employees' organizational behavior. Secondly, for the better result of the core competency courses, customized and integrated learning transfer model for the particular company should be designed from the beginning of the education.

Relationship of Multicultural Adolescents' Stress, Depression, Family Resilience and Internet Game Addiction (다문화청소년의 스트레스, 우울과 가족탄력성 및 인터넷게임중독의 관계에 대한 융합연구)

  • Kim, Min-Kyeong
    • Journal of the Korea Convergence Society
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    • v.7 no.1
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    • pp.205-210
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    • 2016
  • The purposes of this study were to find the correlation of variables, and to explore the mediating role of family resilience between stress, depression and internet game addiction. The subject of the survey was 204 multicultural adolescents. The data were analyzed with frequency, Pearson's correlation and structural equation modeling by SPSS and AMOS. The major findings were as follows; stress and depression were positively correlated with internet game addiction. Family resilience was negatively correlated with internet game addiction. Stress and depression influenced negatively family resilience. Family resilience influenced negatively internet game addiction. Family resilience mediated the effects of stress, depression and internet game addiction. In conclusion, it is important to intervene multicultural adolescents' internet game addiction through special education program and counseling in order to build family resilience.

A Study of Husband's Problem Drinking on the Wife's Problem Drinking -Focused on the mediating Effect of Spouse Abuse- (남성가구주의 음주가 배우자 음주에 미치는 영향 -배우자 폭력의 매개효과-)

  • Yoon, Myeong-Sook;Cho, Hye-Chung
    • Korean Journal of Social Welfare
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    • v.64 no.2
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    • pp.111-131
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    • 2012
  • Research has consistently reported a strong association between spouse abuse and problem drinking. The primary aim of this study was to examine the role of spouse abuse as mediator between the husband's problem and wife's problem drinking. Data from 1st year Korea Welfare Panel were used for the analysis. Subjects in this study consisted of 3,284 male household who aged between 19 years old and 64 years old. The statistical significance was tested by SPSS 18.0, AMOS 18.0. The findings of the study were as follows: First, husband's problem drinking were significantly affected to the wife's problem drinking. Second, there was a strong association between husband's problem drinking and spouse abuse. Third, spouse abuse worked as mediators between the husband's problem and wife's problem drinking. Based upon these findings we suggest to develop an integrated substance abuse-domestic violence treatment program. The implications and limitations of these findings were discussed, and directions for future studies were also proposed.

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The Mediating Effects of Personality and Emotional Intelligence on the Relationship between Job Stress and Burnout of Teachers (교사의 직무스트레스와 소진과의 관계에서 성격과 정서지능의 매개효과)

  • Park, Jae-Hyun;Ha, Chang-Soon
    • The Journal of the Korea Contents Association
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    • v.18 no.2
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    • pp.569-582
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    • 2018
  • The purpose of this study is to examine the mediating effect of personality and emotional intelligence in the relationship with job stress of teachers and burnout to prevent the burnout of teachers and provide primary data for counseling intervention. Thus, the survey was conducted on 488 teachers and the hypothesis of this study was verified using structural equation model. The research findings are as shown below. First, the job stress, neuroticism and burnouts were positively related while the extroversion, conscientiousness, emotional intelligence were negatively related. And the neuroticism was negatively related with emotional intelligence but positively related with burnout. And the extroversion, openness, conscientiousness had positive relationship with emotional intelligence but negative relationship with burnout. However, the agreeableness did not have significant relationship with emotional intelligence and burnout. Second, the emotional intelligence partially mediated in the relationship with job stress and burnout. Third, the neuroticism, extroversion and conscientiousness partially mediated in the relationship with job stress and burnout, but the openness and agreeableness were found not to mediate. Based on these results, the practicability of counselling and further research was discussed in this study.

Retirement Preparing Behavior Analysis of Pastors with Application of Theory of Planned Behavior (계획된 행동이론을 적용한 목회자의 은퇴준비 행동분석)

  • Kim, Young-Chun;Kim, Jin-Youn
    • The Journal of the Korea Contents Association
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    • v.13 no.8
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    • pp.201-210
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    • 2013
  • The purpose of this study is to verify the effects on all factors from the research design by pastors. Research model is based on the theory of planned behavior. To this end, data were collected from 214 pastors and they were analyzed. In order to derived the results of a study, we used the statistical processing technique SPSS, to perform verification of factor analysis and reliability of each variable, AMOS analysis was performed for hypothesis testing. The results are as follows. First, this study demonstrated that there is a positive relationship between subjective norms and intention, perceived behavior control and intention of retirement preparing. Second, this study demonstrated that there is a positive relationship between intention and behavior, perceived behavior control and behavior of retirement preparing. Third, intention had a partial mediation effect between perceived behavior control and behavior of retirement preparing. As a result of this research, comprehensive implications were suggested for improving of retirement preparing by pastor.

Analysis of Income-led Growth Path Induced by Government and Consumption Expenditures (정부지출과 소비지출에 의한 소득주도성장 경로 분석)

  • Rhee, Hyun-Jae
    • The Journal of the Korea Contents Association
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    • v.20 no.7
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    • pp.602-617
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    • 2020
  • The aim of this study is to evaluate the effects of income-led growth path induced by government and consumption expenditures. Six of Nordic countries, Latin American countries and South Korea are selected for this purpose due to the fact that these countries have been pursuing income-led growth policy for more than the last decade except South Korea. The structural equation is formulated based on the government and consumption expenditures with lagged variable, and the GLMs estimation is employed for empirical analysis. Although the impacts are not overwhelmingly effective, empirical evidence suggests that income-led growth path contributes to stimulate economic activities which are associated with increasing in national income in Nordic countries and South Korea. However, the income-led growth path is quite weakly operated. Furthermore, it is even unstable in Latin American countries. In addition to this, the policy target would rather be focused on middle consumption group than low consumption group. Overall, it would be concluded that the income-led growth policy should be implemented for complementary purpose. And, it also has to be mentioned that sustainable growth may not be achievable by this policy.

The Relationship between Volunteer Experience and Career Decision Level of University Students Majoring in Social Welfare : The Mediating Effects of Self-Efficacy and Community Consciousness (사회복지전공 대학생들의 자원봉사활동 경험과 진로결정수준 간의 관계 : 자기효능감과 공동체의식의 매개효과를 중심으로)

  • Kim, Gyu-Rim;Hwang, Hye-Won
    • The Journal of the Korea Contents Association
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    • v.20 no.9
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    • pp.615-627
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    • 2020
  • The purpose of this study is to examine the mediating role of self-efficacy and community consciousness in the relationship between volunteer activity experience and career decision level of university students majoring in social welfare. For this purpose, this study set up a research model based on the social cognitive career theory based on Keumboltz's social learning theory and Bandura's social cognitive theory. 260 students majoring in social welfare at three four-year universities in Chungcheongbuk-do were assigned and surveyed from September to October 2019. The multiple regression analysis was conducted to verify the correlation analysis and the mediating effect using SPSS 26.0. The results of the analysis showed that the volunteer activity experience of college students majoring in social welfare had a significant effect on the career decision level, and self-efficacy and community consciousness had a partial mediating effect on these relationships. Based on the results of this analysis, the intervention and follow-up studies for improving career decision level of university students majoring in social welfare were discussed.

Neoliberal Energy Policy and the Limits to 'Green Growth' (신자유주의적 에너지정책과 '녹색성장'의 한계)

  • Choi, Byung-Doo
    • Journal of the Korean Geographical Society
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    • v.45 no.1
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    • pp.26-48
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    • 2010
  • The current government tries to pursue a series of energy plans and strategies which have been recently established under the banner of 'green growth'. Although there have been several critical comments on the energy policy, the structural background under which the energy policy has been established and implemented has not yet been scrutinized. This paper understands the current government's strategy for 'green growth' and energy policy as a process of neoliberalization. In particular, the energy policy is characterized as industrialization, marketization, technologization, and financialization of energy, which bring about a lot of detailed issues. This kind of 'green growth' strategy is far from the model of sustainable development, and rather seems to be well interpreted in terms of what Harvey calls 'accumulation by dispossession'. As the government's strategy for 'green growth' and energy policy denies the roll of citizens and civil society which would mediate and arbitrate the contradiction between environment preservation and economic growth, and conflicts between market mechanism and state intervention, so alternatives to the 'green growth' strategy should be orientated to a citizen-participating and civil society-led energy policy.