• Title/Summary/Keyword: 다중선형 및 비선형회귀분석

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Prediction of Continuous Positive Airway Pressure Level for Treatment of Obstructive Sleep Apnea (폐쇄성 무호흡의 치료시 지속적 기도 양압치의 예측)

  • Lee, Kwan Ho;Chung, Jin Hong;Lee, Hyun Woo
    • Tuberculosis and Respiratory Diseases
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    • v.43 no.5
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    • pp.755-762
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    • 1996
  • Background : Continuous positive airway pressure(CPAP) is doubtlessly using as a medical treatment of choice for patients with obstructive sleep apnea (OSA) syndrome. CPAP is effective in OSA patients as a physical "pneumatic pressure splint" mechanism. We have done this study for two purposes, first to seek for the factors to determine the optimal CPAP titer, second to predict the minimal CPAP titer using the determined factors. Methods: We studied a 72 OSA patients who were treated with CPAP. All of them were studied by using a two nights polysomnographic rests in hospital. We compared the patients requiring CPAP over $10cmH_2O$ with those who required CPAP under 5cm $H_2O$ to determine the factors affecting the minimal CPAP titer. Results : The high CPAP group is characterized by a significantly higher body mass index(BMI), apnea index(AI) and apnea and hyponea index(AHI) and significantly lower lowest $SaO_2$. Regression analysis using the optimal four variables resulted in the following prediction equation for CPAP titer. CPAPtiter=8.382 + 0.064 ${\times}$ BMI + 0.077 ${\times}$ AI - 0.004 ${\times}$ AHI - 0.077 ${\times}$ lowest $SaO_2$ When this regression equation was applied to the 72 patients, the mean CPAP titer as predicted by the above equation was $7.80{\pm}2.96$ mmHg. Compared this value with actually determined CPAPtiter, $7.93{\pm}4.00$mmHg, there was no significant difference between the two values. Conclusion: Obesity, apnea severity and lowest Sa02 were strongly correlated with CPAP titer. Linear regression equation for CPAP titer using these indices predicted very closely the actually measured values in the sleep laboratory.

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The Relationship between Ownership(and Outside Directors) and Firm Value in KOSDAQ (코스닥 상장법인의 소유구조 및 사외이사와 기업가치 간의 관련성 분석)

  • Park, Bum-Jin
    • The Korean Journal of Financial Management
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    • v.24 no.4
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    • pp.45-73
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    • 2007
  • The empirical results are summarized as follows : First, In relation to effects of ownership structure on firm value, there is the non-linear relationship between major(and foreign) shareholder's holdings and firm value. So the results(the compromise hypothesis) by prior researches(Morck et al. 1988 and so forth) is supported. However Institutional shareholder's holdings do not show the significant results. Second, In relation to effects of outside directors on firm value, equally the results of prior researches(Vafeas 2000, Choi et al. 2004), the higher the ratio of outside directors in the board, the higher firm value. Also there is the non-linear relationship between outside directors ratio and firm value. Furthermore, the higher the possibility of outside directors election in the board, the higher the relationship between ownership structure and firm value. As the economic importance of KOSDAQ is more increase, the researches of KOSDAQ should be more realized.

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Prediction of Equivalent Stress Block Parameters for High Strength Concrete (고강도 콘크리트의 등가응력 매개변수 추정에 관한 연구)

  • Lee, Do Hyung;Jeon, Jeongmoon;Jeong, Minchul;Kong, Jungsik
    • KSCE Journal of Civil and Environmental Engineering Research
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    • v.31 no.3A
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    • pp.227-234
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    • 2011
  • Recently, a high strength concrete of more than 40 MPa has been increasingly used in practice. However, use of the high strength concrete may influence on design parameters, particularly stress distribution. This is very true since the current everyday practice employs equivalent rectangular stress distribution that is derived from normal strength concrete. Subsequently, the stress distribution seems to be reevaluated and then a new distribution with new parameters needs to be suggested for the high strength concrete. For this purpose, linear and multiple regression analyses have been carried out in term of using experimental data for the high strength concrete of 40 to 80 MPa available in literatures. Accordingly, new parameters associated with the stress distribution have been proposed and employed for the design of flexural and compressive members. Comparative design examples indicate that designs with new parameters reduce section dimensions compared to those with the current code parameters for concrete strengths of 40 to 70 MPa. In particular, for compressive members, design with new parameters exhibit conservative compressive force compared to those with the current code parameters.

Relationship Analysis between Half Cell Potential and Open Circuit Potential Considering Temperature Condition (온도 영향을 고려한 RC 구조의 반 전위 및 OCP의 상관성 분석)

  • Yoon, Yong-Sik;Kwon, Seung-Jun
    • Journal of the Korean Recycled Construction Resources Institute
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    • v.10 no.1
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    • pp.124-132
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    • 2022
  • The corrosion potential in concrete varies greatly with exposure and concrete mix conditions. In this study, RC (Reinforcement Concrete) samples were prepared considering cover depth, chloride concentration, and W/C(water to cement) ratio as variables, and HCP(Half Cell Potential) was measured, which evaluated comparative potential between embedded steel and concrete surface. In addition, OCP(Open Circuit Potential) was measured using buried steel and CE(Counter Electrode). Agar and NaOH solution were used as ion exchange materials and Hg/HgO was used for RE(Reference Electrode), which was more sensitive to temperature than HCP. Among the influencing factors, the exposure period and chloride concentration had a relatively greater effect than cover depth and w/c ratio. Additionally, the entire measured HCP and OCP showed a clearly linear relationship with increasing cover depth and w/c ratio. Through multiple regression analysis, the relationship between HCP and OCP was quantified, and an improved correlation was obtained with temperature effect.

The Impact of Medical Utilization on Subjective Health and Happiness Index and Quality of Life according to the Economic Level of the Elderly (노인의 경제적 수준에 따른 의료이용이 주관적 건강수준과 행복감 지수 및 삶의 질에 미치는 영향)

  • So, Kwon-Seob;Hwang, Hye-Jeong;Kim, Eun-Mi
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.20 no.3
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    • pp.544-552
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    • 2019
  • The purpose of this study was to find concrete measures to improve the subjective health level, happiness and quality of life of the elderly according to economic level and to propose social and policy alternatives accordingly. As a research method, 63,929 elderly people aged 65 or older were surveyed using the Community Health Survey (Indicator Bank) _v09, and the frequency of health use by economic level, subjective health level, euphoria and quality of life Analysis and Chi square analysis and independent t-test. Multi variate logistic regression analysis was performed with subjective health level as a dependent variable and multiple linear regression analysis was performed to determine the factors affecting euphoria and quality of life. The results of the study are as follows. In the case of recipients, medical use was lower than that of non-recipients, lower education level, female age of 75 years or older, and less stress, In case of present or past recipients, the result of non - receipt increased as the subjective health level was worse, and the non - recipient had higher euphoria and quality of life. As a result, there is a need for alternatives to increase opportunities for medical use among the recipients, with particular attention being paid to women and elderly people over 75 years old. It is expected to be used as a basic data to effectively improve the health promotion, happiness and quality of life of the elderly people of low income group.

Effects of ATP2B1 Variants on the Systolic and Diastolic Blood Pressure according to the Degree of Obesity in the South Korean Population (한국인에게서 ATP2B1 유전 변이가 비만 정도에 따른 수축기 혈압과 이완기 혈압에 미치는 영향)

  • Kim, Gi Tae;Kim, In Sik;Jee, Sun Ha;Sull, Jae Woong
    • Korean Journal of Clinical Laboratory Science
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    • v.52 no.1
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    • pp.45-52
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    • 2020
  • Hypertension often leads to cardiovascular disease and kidney disease, and hypertention is an important worldwide problem. Body mass index (BMI) has an important role for raising blood pressure. Further, hypertension can be affected by both environmental factors and genetic factors. Many single nucleotide polymorphisms have been associated with hypertension. Genome wide association study (GWAS) is a method of confirming a new locus of increasing the risk of disease, and GWAS has confirmed several single nucleotide polymorphisms (SNPs) that are associated with high blood pressure. This study analyzed the relationship between systolic blood pressure, diastolic blood pressure and SNP of the ATP2B1 gene in 994 Koreans. SNPs that showed the highest statistical significance with systolic and diastolic blood pressures were selected on the multiple linear regression analysis. One-way analysis of variance for systolic and diastolic blood pressures was performed, and multiple logistic regression analysis was performed on the risk of hypertension. The P values were two-tailed, and P<0.05 was considered significant. Four SNPs were associated with systolic blood pressure and six SNPs were associated with diastolic blood pressure. In addition, a genotype-based analysis showed significant odds ratios for the risk of hypertension in older men (adjusted OR, 5.743; 95% CI, 1.173~28.121; P=0.031). This study suggests that the ATP2B1 variants affect both the systolic and diastolic blood pressure.

The Germination Characteristics of Seeds by Temperature Conditions in Artemisa annua L. (온도 조건에 따른 개똥쑥(Artemisa annua L.) 종자의 발아특성)

  • JunHyeok Kim;Chae Sun Na;Chung Youl Park;Un Seop Shin;Young Ho Jung;Cho Hee Park
    • Proceedings of the Plant Resources Society of Korea Conference
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    • 2020.12a
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    • pp.53-53
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    • 2020
  • 본 실험은 다양한 생리활성이 보고되어 약용으로 널리 쓰이는 개똥쑥(Artemisia annua L.) 종자의 온도에 따른 발아 특성을 조사하기 위해 진행하였다. 미세온도구배 발아기를 이용하여 낮과 밤의 온도를 각각 5 ~ 35℃ 범위에서 낮과 밤의 시간을 12시간으로 고정하고, 낮 온도가 밤 온도보다 크거나 같은 조건을 설정하여 총 27개의 온도조건으로 개똥쑥 종자의 최종 발아율 및 발아율과의 관계를 분석하였다. 실험결과, 개똥쑥 종자는 실험에 사용한 모든 온도조건에서 발아가 가능한 것으로 나타났으며, 25/10℃(낮/밤) 조건에서 90%로 가장 높게 조사되었다. 또한, 발아율 조사결과를 통해 일평균온도뿐만 아니라 일교차온도도 발아율에 영향을 미치는 것으로 판단되어 일평균온도와 일교차온도로 나누어 발아율과의 관계를 분석하였다. 온도조건과 발아율과의 연속적인 발아특성을 분석하기 위해 다중회귀분석과 비선형 회귀분석을 이용하여 온도 조건과 상대적 발아율의 관계를 수식으로 표현하였다. 일평균온도를 기준으로 발아율과의 관계를 분석한 결과, 5 ~ 35℃의 모든 일평균 온도범위에서 유의성이 나타났으며 5, 7.5, 32.5, 35℃는 상대적인 음의 영향력을, 나머지 조건에서는 상대적인 양의 영향력을 가진 것으로 분석되었다. 일교차온도를 기준으로 발아율과의 관계를 분석한 결과, 0 ~ 25℃의 모든 일교차 온도범위에서 양의 영향력을 가진 것으로 분석되었다. 일평균온도는 19.3℃에 가까울수록, 일교차온도는 14.9℃에 가까울수록 발아에 대한 영향력이 큰 것으로 조사되었다. 각 수식을 통해 도출된 수치화된 온도에 따른 개똥쑥 종자의 일일누적 온도 영향력을 temperature score(TS)로 설정하였다. 본 연구에서 도출된 수식을 통해 누적 TS를 계산한 결과, 14.9 TS가 누적되었을 때 발아율이 85% 이상으로 나타날 것으로 예측되었다.

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Drying Shrinkage of Concretes according to Different Volume-Surface Ratios and Aggregate Types (형상비 및 골재의 종류에 따른 콘크리트 시편의 건조수축특성 연구)

  • Yang, Sung-Chul;Ahn, Nam-Shik;Choi, Dong-Uk;Kang, Seoung-Min
    • International Journal of Highway Engineering
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    • v.6 no.4 s.22
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    • pp.109-121
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    • 2004
  • This study was performed to investigate the characteristics of drying shrinkage for concrete slabs as a project for Korean pavement design procedure. According to the volume-surface ratios and aggregate types, the experiments have been executed for 252 days. In order to simulate the volume-surface ratio of a real concrete pavement slab, three-layer epoxy coating and wrapping were used to prevent the evaporation at the part of specimen surfaces. As a result of preliminary test, coating and wrapping method was identified as reliable for three months. According to the volume-surface ratio, the drying shrinkage of the concrete specimen using sandstone was measured 1.32 to 1.8 times higher than that of the limestone specimen. Comparing to the measured drying shrinkage strains and established ACI and CEB-FIP model equations, it turned out that those model equations were underestimated. Finally, considering the age and volume-surface ratios, the prediction equations of the drying shrinkage of concrete specimen were proposed through a multiple nonlinear regression analysis.

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Significance Analysis of Facility Fires Though Spatial Econometrics Assessment (공간계량분석 방법에 따른 시설물 화재 발생 유의성 분석)

  • Seo, Min Song;Yoo, Hwan Hee
    • Journal of the Korean Society of Surveying, Geodesy, Photogrammetry and Cartography
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    • v.38 no.3
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    • pp.281-293
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    • 2020
  • Recently, large and small fires have been happening more often in Korea. Fire is one of the most frequent disasters along with traffic accidents in korean cities, and this frequency is closely related to the land use and the type of facilities. Therefore, in this study, the significance of fires was analyzed by considering land use, facility types, human and social factors and using 10 years of fire data in Jinju city. Based on this, OLS (Ordinary Least Square) regression analysis, SLM (Spatial Lag Model) and SEM (Spatial Error Model) using space weights, were compared and analyzed considering the location of the fire and each factor, then a statistical model with high suitability was presented. As a result, LISA analysis of spatial distribution patterns of fires in Jinju city was conducted, and it was proved that the frequency of fires was high in the order as follow, central commercial area, industrial area and residential area. Multiple regression analysis was performed by integrating demographic, social, and physical variables. Therefore, the three models were compared and analyzed by applying spatial weighting to the derived factors. As a result of the significance test, the spatial error model was analyzed to be the most significant. The facilities that have the highest correlation with fire occurrence were second type neighborhood facilities, followed by detached house, first type neighborhood facilities, number of households, and sales facilities. The results of this study are expected to be used as significant data to identify factors and manage fire safety in urban areas. Also, through the analysis of the standard deviation ellipsoid, the distribution characteristics of each facility in the residential area, industrial area, and central commercial area among the use areas were analyzed. In, the second type neighborhood facility with the highest fire risk was concentrated in the center. The results of these studies are expected to be used as useful data for identifying factors and managing fire safety in urban areas.

The Variation of Water Temperature and Turbidity of Stream Flows entering Imha Reservoir (임하호 유입지천의 수온과 탁도 변화)

  • Kim, Woo-Gu;Jung, Kwan-Soo;Yi, Yong-Kon
    • Korean Journal of Ecology and Environment
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    • v.39 no.1 s.115
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    • pp.13-20
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    • 2006
  • The changing patterns of water temperature and turbidity in streams entering Imha Reservoir were studied. The turbidity variation near the intake tower in Imha Reservoir was investigated in relation with the variation of water temperature and turbidity in streams. Water temperature was estimated using multi-regression method with air temperature and dew point as independent variables. Peak turbidity was also estimated using non-linear regression method with rainfall intensity as an independent variable. Although more independent variables representing watershed characteristics seem to be needed to increase estimation accuracies, the methodology used in this study can be applied to estimate water temperature and peak turbidity in other streams.