• Title/Summary/Keyword: 메타회귀분석

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Estimating River Spatial Restoration Values Using the Meta-regression Benefit Transfer Method (메타회귀분석 편익이전 기법을 이용한 하천 복원 가치 추정)

  • Lee, Hee-Chan;Yu, Yun-Hee;Noh, Soo Hyang
    • Proceedings of the Korea Water Resources Association Conference
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    • 2017.05a
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    • pp.6-6
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    • 2017
  • 본 연구의 목적은 독립적으로 수행되어진 하천 복원 가치추정 선행연구들을 대상으로 메타회귀분석을 활용한 편익이전을 제시함으로써, 편익이전의 타당성 및 적용 가능성을 검토하는 데 있다. 문헌검색을 통해 '하천 가치평가', '하천 가치', '물 환경 가치추정', '하천 편익' 등에 관한 자료를 수집하였으며, 총 60편의 연구를 수집했다. 그 중 중복된 연구를 제외하고 가치추정 단위를 '원/년/가구'로 통일함으로써 51편의 연구를 분석에 사용했으며, 90개의 가치 추정치가 실증분석에 사용되었다. 본 연구는 국내에서 수행된 하천 복원 가치 추정연구를 집대성하여 DB를 구축하고 요약통계량을 중심으로 선행연구 결과를 기술하였으며, 메타회귀분석을 실시한 후, policy site의 특성과 조건에 맞게 함수를 조정하고, 조정된 함수를 사용하여 policy site의 가치를 예측하였다. 종속변수로는 총 가치(원/년/가구, 2015년 불변가격)가, 독립변수로는 하천유형, 위치, 규모, 환경 서비스특성, 그리고 방법론 특성, 지불형태, 대상지 사회경제적 특성 변수들이 포함되었다. 모형의 추정결과 조정된 값은.420으로써 종속변수 총변이의 42.0%를 모형이 설명하는 것으로 나타났다. 메타회귀분석을 통해 본류에서 멀어지는 소규모하천일수록 하천의 경제적 가치를 더 크게 느끼는 것으로 나타났으며, 전체적인 영향력 크기를 고려해 본다면 하천을 복원할 때 수질정화기능, 서식지기능, 이수기능, 치수기능, 여가 및 수변공간으로의 기능 순으로 고려하는 것이 하천의 가치를 보다 높일 수 있을 것으로 보였다. 또한 지불방법은 매월, 인당 지불하는 것으로 제시할 때 경제적 가치 추정치를 높일 수 있는 것으로 해석되었다. 모델추정 결과를 활용한 함수이전에서는 만경강의 특성을 반영하고 조정함으로써 만경강의 가치를 추정하였으며, 모형으로부터 얻은 만경강 가치 예측치는 가구당 매년 41,214원으로 추정되었다. 본 연구의 메타회귀분석은 선행연구를 객관적으로 종합할 수 있는 분석의 틀로서 충분한 활용 타당성이 인정되는 것으로 보이며, 편익이전 시에 policy site의 자원특성과 조건에 맞춰 함수를 조정하여 예측치를 제시함으로써 메타회귀분석 함수이전의 융통성을 보여주었다. 이에 메타회귀분석을 통한 편익이전은 타당성 및 적용 가능성 측면에서 긍정적으로 판단된다.

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A Meta-regression Analysis of Wetland Valuation Studies in Korea (우리나라 습지의 환경적 가치 : 메타회귀분석)

  • Ahn, SoEun
    • Environmental and Resource Economics Review
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    • v.16 no.1
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    • pp.65-98
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    • 2007
  • Wetland provides various environmental services as well as marketable goods to human society. This paper presents a meta-analysis of the wetland valuation studies conducted in Korea during the past decade. Meta-analysis is a technique of summarizing research results from the separate but related studies using statistical methods. The objectives of the paper is to identify the main factors affecting the wetland values and to examine the applicability of meta-regression analysis for summarizing the information from valuation studies of natural ecosystem. The total of 64 observations from 24 studies are assembled, and we observe significant differences in wetland values depending on the characteristics of the studies. With the statistical significance, our results indicate that the method employed affects the wetland values while the wetland function evaluated affects little. In addition, we found that the size of wetland is negatively associated with the values, implying that wetland values exhibit the decreasing returns to scale. The evidences from our empirical analysis suggest that the meta-analysis has a potential as a tool to synthesize the research results from valuation studies and to provide useful information to policy makers. However, this study acknowledges that more effort should be dedicated toward the construction of DB on valuation studies as well as the research on the model improvement to enhance the validity and reliability of meta-analysis.

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Meta-regression analysis for anti-diabetic effect of green tea (녹차의 항-당뇨 효과에 대한 메타회귀분석)

  • Yun, A-Reum;Choi, Ki-Heon
    • Journal of the Korean Data and Information Science Society
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    • v.22 no.4
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    • pp.717-726
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    • 2011
  • The present study was carried out to summarize the effect of green tea in the diabetic rats by meta-analysis related studies. The association measure to test effect of green tea was Hedges' standardized mean difference. In this particular fixed effect model, body weight was significantly increased. Also, blood glucose, triglycerides were significantly decreased. In this case of heterogeneous variable, random effect model was applied. In this model, body weight was significantly increased. Also, blood glucose was significantly decreased in green tea treated group. According to the Meta-regression analysis, duration of injection was not significant for variables.

A Meta-regression Analysis on related Protective Variables of Childcare Teacher's Turnover Intentions (보육교사의 이직의도와 관련된 억제변인의 메타회귀분석)

  • Moon, Dong Kyu
    • Korean Journal of Childcare and Education
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    • v.8 no.1
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    • pp.25-44
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    • 2012
  • The purpose of this study was to conduct a systematic review of the previous studies done on the child-care teacher's turnover intentions. From 2001 to 2011, 33 articles which reforted primary empirical data met the criteria for inclusion in the meta-analysis. The results of this study are as follo ws: First, included in the main factors related to child-care teachers' turnover intentions were a job-related variable, an organizational internal variable and an organizational external variable. Second, the most influential protective variable related to the child-care teacher's turnover intentions among the set of organizational external variables was work-time followed by welfare, education and training, remuneration, social recognition and promotion system. Third, the most influential protective variable related to child-care teachers' turnover intentions among the set of job-related variables was teacher efficacy followed by job satisfaction, participation of decision making, performance, work-autonomy and work-professionalism. Fourth, the most influential protective variable related to the child-care teacher's turnover intentions among the set of organizational internal variables was personal relations followed by relationships with the director and relationships with colleagues. The effect size of these variables was large. Fifth, the results of meta-regression analysis revealed that the survey area and years had no significant effect on overall effect sizes.

The anti-diabetic effect of propolis using Hedges' standardized mean difference (헤지의 표준화된 평균차를 이용한 프로폴리스의 항-당뇨 효과)

  • Kim, Mi-Jin;Choi, Ki-Heon
    • Journal of the Korean Data and Information Science Society
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    • v.21 no.3
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    • pp.447-459
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    • 2010
  • The present study was carried out to summarize the effect of propolis in the diabetic rats by meta-analysis related studies. The association measure to test effect of propolis was Hedges's standardized mean difference between group of rats induced streptozotocin(STZ) or alloxan and group of rats induced STZ or alloxan treated with propolis about the considered 4 effect factors. In this particular fixed-effect model, blood glucose, Cholesterol, Triglyceride were significantly reduce. The case of heterogenous variable such as body weight, blood glucose, cholesterol, triglyceride, random-effect model was applied. In this model, blood glucose, triglyceride were decreased significantly in propolis treated group. According to the meta-regression analysis, period of injection was significant for body weight and blood glucose, cholesterol.

Effect of Laughter Therapy on Healthy Life: A Meta-analysis (웃음요법이 건강한 삶에 미치는 효과: 메타분석)

  • Hwang, Sung-Ho;Jeong, Hyeon-Cheol;Hwang, Ji-Won
    • Journal of the Korea Convergence Society
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    • v.10 no.9
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    • pp.291-299
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    • 2019
  • The purpose of this study is to identify the effects of laughter therapy on healthy life of human through meta-analysis of literature. Based on domestic and foreign academic databases, 495 foreign and 199 domestic literature were reviewed focusing on "quality of life," as the ultimate goal of health. The final seven literature were extracted. Analyses was performed in R version 3.5.1. Significant differences (SMD=0.23, p<0.01) were shown in the pre-post comparisons of experimental groups using the mean difference (effects size) analysis of the extracted samples. Significant results were not shown in meta regression analyses setting explanatory variables as 'treatment sessions and durations' and outcome variables as 'treatment effects of laughter therapy'. This study is meaningful in comparative analyses of pre-post experimental groups to establish 'laughter therapy' has a significant effect on improving 'quality of life' and is a useful intervention method, especially for older people, and older women with depression.

The Influence of Assay Error on Tobramycin Pharmacokinetics using the Nonlinear Least Square Regression and Bayesian Analysis in Gastric Cancer Patients (위암환자에서 비선형 최소자승 회귀분석과 베이시안 분석에 의한 토브라마이신의 약물동태에 분석오차의 영향)

  • Choi, Jun-Shik;Burm, Jin-Pil
    • Korean Journal of Clinical Pharmacy
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    • v.19 no.1
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    • pp.43-49
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    • 2009
  • 토브라마이신은 그람음성균 감염에 사용하는 아미노글리코사이드계 항생제로 이독성 및 신독성 등의 부작용과 큰 개인차로 혈중농도 모니터를 통한 투여계획이 필요한 약물이다. 본 연구에서는 16명의 위암환자에서 비선형 최소자승 회귀분석과 베이시안 분석에 의한 토브라마이신의 약물동태에 분석오차의 영향에 대하여 연구하였다. 약물투여는 토브라마이신 1-2 mg/kg을 30분에 걸쳐 8시간 간격으로 등속 주입하였으며, 혈액 채취는 정상상태에 도달되었다고 판단되는 첫 약물투여 72시간 후에, 약물 주입 5분전과 주입이 끝난 뒤 30분과 2시간에서 세차례 채취하였다. 혈청중 약물농도는 형광편광면역법으로 측정 하였다. 분석오차를 위해 0, 1, 2, 4, 8 및 12 ${\mu}g/mL$에 해당하는 토브라마이신 혈중농도(C)을 네차례 측정하여 각 혈중농도의 표준편차 (SD)을 구하였다. 토브라마이신 분석오차를 구하기 위한 다항식이 SD = 0.0224+0.0540C+0.00173C2, $R^2$ = 0.935이었다. 이 식에서 구한 SD 값으로 분석시 가중치를 주었을 때, 비선형 최소자승 회귀분석에 의한 토브라마이신의 약물동태학적 파라메타 ($V_d$, $K_{el}$, $K_{slpoe}$, $t_{1/2}$)에 유의성있는 영향을 주었으나, 베이시안 분석에 의한 토브라마이신의 약물동태학적 파라메타에는 영향이 없었다. 이 다항식으로 부터 구한 분석오차를 토브라마이신의 비선형 최소자승 회귀분석을 이용한 약물동태 연구 및 파라메타 분석에 적용하여 좀 더 정확한 투여용량을 결정할 수 있으며, 더 나아가 토브라마이신 약물동태 시뮬레이션 연구에 응용할 수 있다.

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The Influence of Assay Error on Amikacin Pharmacokinetics the Nonlinear Least Square Regression and Bayesian Analysis in Gastric Cancer Patients (위암환자에서 비선형최소자승 회귀분석과 베이시안 분석에 의한 아미카신의 약물동태에 분척오차의 영향)

  • Choi, Jun-Shik;Burm, Jin-Pil
    • Korean Journal of Clinical Pharmacy
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    • v.18 no.1
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    • pp.11-17
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    • 2008
  • 아미카신은 그람음성균 감염에 사용하는 아미노글리코사이드계 항생제로 이독성 및 신독성 등의 부작용과 큰 개인차로 혈중농도 모니터를 통한 투여계획이 필요한 약물이다. 본 연구에서는 16명의 위암환자에서 비선형최소자승 회귀분석과 베이시안 분석에 의한 아미카신의 약물동태에 분석오차의 영향을 연구하였다. 약물투여는 아미카신 7.5 mg/kg을 30분에 걸쳐 12시간 간격으로 등속 주입하였으며, 혈액 채취는 정상상태에 도달되었다고 판단되는 첫 약물투여 72시간 후에, 약물 주입 5분전과 주입이 끝난 뒤 30분과 2시간에서 세차례 채취하였다. 혈청중 약물농도는 형광편광면역법으로 측정하였다. 분석오차를 위해 0, 5, 15, 30, 60 및 $80\;{\mu}g/ml$에 해당하는 아미카신 혈중농도(C)을 네차례 측정하여 각 혈중농도의 표준편차 (SD)을 구하였다 아미카신 분석오차를 위한 다항식이 $SD=0.3017+(0.00538C)+(0.00112C^2)$, $R^2=0.974$이었다 이 식에서 구한 SD 값으로 분석시 가중치를 주었을 때, 비선형최소자승 회귀분석에 의한 아미카신의 약물동태학적 파라메타($V_d$, $K_{el}$, $K_{slpoe}$, $t_{1/2}$)에 유의성있는 영향을 주었으나, 베이시안 분석에 의한 아미카신의 약물동태학적 파라메타에는 영향이 없었다. 이 다항식에 의한 분석오차를 비선형최소자승 회귀분석에 의한 아미카신 약물동태학적 파라메타 분석시 적절히 사용하면 안전하고 효율적인 투여계획을 할 수 있다.

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A Study on the Metaverse Experience Economy Factors and Advertisement Acceptance Intention (메타버스 체험경제 요인과 광고 수용의도에 관한 연구)

  • Lee, Sangho;Kim, Taegyu;Cho, Kwangmoon
    • Journal of Internet of Things and Convergence
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    • v.8 no.5
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    • pp.99-109
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    • 2022
  • The purpose of this study is to verify the effect of experiential economy factors using metaverse on the intention to accept advertisements reflecting new technologies. The subjects of this study were those located in G Metropolitan City and J Province, and those who experienced metaverse. From August 1 to September 10, 2022, 150 people participated in the survey without face-to-face. Analysis methods were frequency analysis, factor analysis, reliability analysis, correlation analysis, multiple regression analysis, and three-step mediated regression analysis. The conclusion is as follows. First, the influence of metaverse experience on advertisement acceptance intention was shown in the order of relational experience, educational experience, and escapist experience. Second, it was found that the relational and educational experiences of metaverse partially mediate metaverse usefulness and affect the advertisement acceptance intention. Third, it was found that the relational and educational experiences of the metaverse partially mediate the metaverse presence and affect the advertisement acceptance intention. Also, it was found that the metaverse's escapist experience completely mediates the metaverse's presence and affects the advertisement acceptance intention. Fourth, it was found that the escapist experience of metaverse completely mediates the ease of use of metaverse and affects the advertisement acceptance intention. It is expected that this study will contribute to the construction of a new platform in the advertising market using various platforms of metaverse.

Hyperlipidemia effect of garlic using mean difference of meta analysis (메타분석에서 평균차를 이용한 마늘의 항-고지혈증 효과)

  • Yun, A-Reum;Choi, Ki-Heon
    • Journal of the Korean Data and Information Science Society
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    • v.22 no.3
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    • pp.413-421
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    • 2011
  • The present study was carried out to summarize the effect of garlic in the hyperlipidemia rats by meta-analysis related studies. The association measure to test effect of garlic was the mean difference (MD). In this particular fixed-effect model of mean difference, body weight, liver weight, kidney weight and heart weight were significantly decreased (p < 0.05). Also, blood glucose, plasma total cholesterol, plasma triglycerides, LDL-cholesterol, liver cholesterol, liver triglycerides were significantly decreased. HDL-cholesterol was significantly increased. In this case of heterogeneous variable, random effect model was applied. In this model, liver weight, blood glucose, plasma total cholesterol, plasma triglycerides, LDL-cholesterol, liver cholesterol, liver triglycerides were significantly decreased. HDL-cholesterol was significantly increased. According to the meta-regression analysis, duration of injection was significantly for kidney weight, testis weight, plasma total cholesterol, plasma triglycerides, HDL-cholesterol, LDLcholesterol, liver cholesterol, liver triglycerides.