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Variable Selection for Logistic Regression Model Using Adjusted Coefficients of Determination (수정 결정계수를 사용한 로지스틱 회귀모형에서의 변수선택법)

  • Hong C. S.;Ham J. H.;Kim H. I.
    • The Korean Journal of Applied Statistics
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    • v.18 no.2
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    • pp.435-443
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    • 2005
  • Coefficients of determination in logistic regression analysis are defined as various statistics, and their values are relatively smaller than those for linear regression model. These coefficients of determination are not generally used to evaluate and diagnose logistic regression model. Liao and McGee (2003) proposed two adjusted coefficients of determination which are robust at the addition of inappropriate predictors and the variation of sample size. In this work, these adjusted coefficients of determination are applied to variable selection method for logistic regression model and compared with results of other methods such as the forward selection, backward elimination, stepwise selection, and AIC statistic.

A Study on the Analysis of Architectural Environments in Medium and Small Scale Elderly Care Facilities (고령화에 따른 중소규모 노인요양원의 건축환경 분석에 관한 연구)

  • Kim, Heung-Gee;Kim, Yong-Gee
    • Journal of the Korean Institute of Rural Architecture
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    • v.17 no.1
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    • pp.65-72
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    • 2015
  • Recently the concerns of aging & care according to the aged Society were on the increase about Home for the elderly facility. In order to moment, the purpose of this study is to analyze planning direction and Architectural Environments in medium and small scale Elderly Care Facilities. This survey are used to investigate with latest building data, which is Long-term Care Insurance Code for the Elderly was started on July 2008 in Korea. The results of this paper are as follows. First, various type of home for the elderly and the elderly group homes are spread out, attached to day care center type, nursing home type, city region type, countryside rural type, near the university and remodeling type. Secondly, per capita room area-$6.32m^2$ are sufficient in regal comparison with $6.6m^2$. Thirdly, Sunlight environments is inappropriate condition as south direction proportion-41.95%. According to the present situation various facility type and model for our baby boomers generation should be more developed with preemptive systems of senior welfare concept.

Suppression for Logistic Regression Model (로지스틱 회귀모형에서의 SUPPRESSION)

  • Hong C. S.;Kim H. I.;Ham J. H.
    • The Korean Journal of Applied Statistics
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    • v.18 no.3
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    • pp.701-712
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    • 2005
  • The suppression for logistic regression models has been debated no longer than that for linear regression models since, among many other reasons, sum of squares for regression (SSR) or coefficient of determination ($R^2$) could be defined into various ways. Based on four kinds of $R^2$'s: two kinds are most preferred, and the other two are proposed by Liao & McGee (2003), four kinds of SSR's are derived so that the suppression for logistic models is explained. Many data fitted to logistic models are generated by Monte Carlo method. We explore when suppression happens, and compare with that for linear regression models.

Smoking and Health Control (흡연과 건강관리)

  • 박선섭
    • Korean Journal of Health Education and Promotion
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    • v.6 no.2
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    • pp.66-75
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    • 1989
  • About smoking and health control by theorize of common with various records investigation prevent an injury from smoking Further, should be contribute for the national health improvement for application of guide to health education. The results of investigation are as follows; 1) Tobacco be transmitted the first year of KwangHea's(reign) from GeeRu(the year of GeeRu), before sixth year of KwangHea's GapIn. 2) By reason of smoking an extreme poison ingerdients is Nicotine, Co, Tar etc three kinds. 3) The number of chemicalcompound in the tobacco smoking. Nicotine play an important part of it makes continue to smoking act. 4) Co, Not only injury vascular in the cell wall but also influence in ardiac muscular tissue. 5) Tar, is play an important part tl determine taste of tobacco or fragrace(a sweet smell). 6) Be demaged in the body with harmful objects of tobacco is first lung cancer, next heart disease, and chronic lung disease etc. 7) Passive smoke(indirect smoke)is first smoker's when have smoking and blow smoke from cigarette take smoking. On second when take smoking as it is burning cagar to end. 8) Female smoker are no good and bring many trouble to the mother's body and fetal body(an unborn child). 9) Nicotine also, like drug and alcohol break out reliance, introspection, poisonous or obstinence syndrome 10) A counterplan about smoke should be settlement with propriety control of smoking and an antismoking(non-smoker).

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The Efficacy of Microvascular Decompression in Hemifacial Spasm over the Course of Time

  • Kang, Young-Soo;Lee, Hyuk-Gee;Ryu, Kee-Young;Cho, Jae-Hoon;Kang, Dong-Gee;Kim, Sang-Chul
    • Journal of Korean Neurosurgical Society
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    • v.39 no.4
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    • pp.265-270
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    • 2006
  • Objective : Microvascular decompression[MVD] at root exit zone[REZ] of the facial nerve has been largely popularized and it has become the standard treatment for patients with hemifacial spasm[HFS]. This sturdy is performed to evaluate the efficacy of MVD over the course of time. Methods : From 1994 to 2003, 50 patients with HFS who underwent MVD were followed up for more than 6 months. We retrospectively analyzed results with medical records and telephone researches. Results : The mean age of patients at the time operation was 57.6 years and 84% of the patients were female. The mean duration of follow-up after operation was 3.4 years [range $0.5{\sim}7.8\;years$]. One day after MVD, 54% of patients had complete relief of spasm immediately. Continuous improvements of HFS were observed during the follow-up period and these improvements were statistically significant with time (P< 0.05). Until 6 months after operation, complete relief of spasm was observed in 84% of patients. The delayed relief of spasm was observed in 35.7% of our patients who experienced complete relief. Conclusion : The efficacy of MVD in HFS is improves with time. Continuous follow-up evaluations for the duration of more than at least 6 months after MVD are important for the decision of its clinical results because delayed relief of spasms occurs.

Analyzing the impact of urbanization on vegetation growing season length using Google Earth Engine (Google Earth Engine 기반 도시화에 따른 식생 생장기간 변화)

  • Sohn, Soyoung;Kim, Jihyun;Kim, Yeonjoo
    • Proceedings of the Korea Water Resources Association Conference
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    • 2022.05a
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    • pp.198-198
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    • 2022
  • 최근 도시화에 따른 토지 피복 변화와 열섬현상 등의 원인으로 상승하는 도시의 기온이 식물 계절에 미치는 영향에 관한 연구들이 다수 진행되고 있다. 본 연구는 수도권인 서울과 경기도 지역을 대상으로 도시 내 열섬현상으로 인한 기온 상승과 도시 지역 내 식생 생장기간 변화의 관계성을 분석하였다. 식물계절 모니터링에 사용한 개량식생지수(Enhanced Vegetation Index, EVI)는 Google Earth Engine (GEE)에서 제공하는 30 m 해상도의 2000-2021년 NASA-USGS Landsat 위성(TM5, ETM+7, OLI8)의 지표면 반사율(surface reflectance, SR) 자료에서 도출하여 생장기간 산정에 사용하였다. 또한 PRISM (Parameter-elevation Regressions on Independent Slopes Model)을 각 기상관측지점의 일별 지상 기온 자료에 적용하여 30 m 해상도로 생성한 격자형 지표면 온도의 공간적 패턴을 분석하였다. 연구 지역 내 도시화 정도(magnitude)를 도심으로부터의 거리와 환경부 토지피복도 및 인구 밀도를 종합하여 특정하였고, 최종적으로 기후변화 및 도시화 정도와 생장기간 변화의 특징을 분석하였다. 비선형 로지스틱 회귀를 사용하여 EVI 데이터를 종합하여 분석한 결과, 수도권 지역에서 전반적으로 식물계절 개엽일(Start of Season)은 앞당겨지며 낙엽일(End of Season, EOS)은 늦춰져 생장기간(Length of Growing Season, LOS)이 길어짐을 발견하였다.

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