• Title/Summary/Keyword: Multiple linear Regression

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Factors Influencing the Intention to have Stomach Cancer Screening (향후 2년 이내의 위암 검진 이용 의도의 예측 요인)

  • Hahm, Myung-Il;Choi, Kui-Son;Kye, Su-Yeon;Kwak, Min-Son;Park, Eun-Cheol
    • Journal of Preventive Medicine and Public Health
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    • v.40 no.3
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    • pp.205-212
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    • 2007
  • Objectives : The purpose of this study was to identify the factors influencing the intention to have stomach cancer screening using the theory of planned behavior (TPB) in Korea. Methods : For this population-based study, 1,535 adult respondents (aged 40 to 70 years) were recruited using multi-stratified random sampling and a face-to-face administered questionnaire. This study was based on Ajzen's theory of planned behavior. Intentions were divided into three scenarios for fee payment in the next two years : (1) free of charge, (2) co-payment, and (3) full charge. Multiple linear regression was used to identify the factors influencing the intention to have stomach cancer screening. Results : Perceived behavioral control and attitude toward stomach cancer screening were significant predictors of the intention to have stomach cancer screening. However, subjective norm only influenced the intention to have stomach cancer screening with full charge in the next two years. Conclusions : The results suggest that attitude and perceived behavioral control are likely to contribute toward increasing the intention to have stomach cancer screening. Especially, perceived behavioral control is a good predictor. Because the study subjects were nation wide residents, the study results can be generalized.

Applications of Machine Learning Models for the Estimation of Reservoir CO2 Emissions (저수지 CO2 배출량 산정을 위한 기계학습 모델의 적용)

  • Yoo, Jisu;Chung, Se-Woong;Park, Hyung-Seok
    • Journal of Korean Society on Water Environment
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    • v.33 no.3
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    • pp.326-333
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    • 2017
  • The lakes and reservoirs have been reported as important sources of carbon emissions to the atmosphere in many countries. Although field experiments and theoretical investigations based on the fundamental gas exchange theory have proposed the quantitative amounts of Net Atmospheric Flux (NAF) in various climate regions, there are still large uncertainties at the global scale estimation. Mechanistic models can be used for understanding and estimating the temporal and spatial variations of the NAFs considering complicated hydrodynamic and biogeochemical processes in a reservoir, but these models require extensive and expensive datasets and model parameters. On the other hand, data driven machine learning (ML) algorithms are likely to be alternative tools to estimate the NAFs in responding to independent environmental variables. The objective of this study was to develop random forest (RF) and multi-layer artificial neural network (ANN) models for the estimation of the daily $CO_2$ NAFs in Daecheong Reservoir located in Geum River of Korea, and compare the models performance against the multiple linear regression (MLR) model that proposed in the previous study (Chung et al., 2016). As a result, the RF and ANN models showed much enhanced performance in the estimation of the high NAF values, while MLR model significantly under estimated them. Across validation with 10-fold random samplings was applied to evaluate the performance of three models, and indicated that the ANN model is best, and followed by RF and MLR models.

Conjugated Linoleic Acid Contents in Commercial Dairy Products (시판 낙농제품 중 Conjugated Linoleic Acid의 함량)

  • Mun, Eun-Tuk;Shin, Hyo-Sun
    • Korean Journal of Food Science and Technology
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    • v.30 no.5
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    • pp.1243-1246
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    • 1998
  • The contents of conjugated linoleic acid (CLA) of 36 commercial dairy products (15 fluid milks, 16 yogurts, 5 cheeses) were determined. The CLA contents of fluid milk and cheeses were in the range of 2.24 to 4.10 mg/g and 3.69 to 5.78 mg/g of lipid, respectively. However, the yogurt products showed a large variation ($0.13{\sim}4.54\;mg/g$ of lipid) of CLA content because the yogurts prepared from skim milk contained lower CLA than those prepared from whole milk. Multiple linear regression test showed good correlations between CLA contents and the contents of selected fatty acids (oleic, linoleic and linolenic acids) of fluid milk and yogurt products.

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Relationship Between the Postural Alignments and Spatio-temporal Gait Parameters in Elderly Woman (여성 노인의 자세 정렬과 시공간 보행 변수 사이의 연관성)

  • Kim, Sung-Hyeon;Shin, Ho-Jin;Suh, Hye-Rim;Jung, Kyoung-Sim;Cho, Hwi-Young
    • Journal of the Korean Society of Physical Medicine
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    • v.15 no.3
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    • pp.117-125
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    • 2020
  • PURPOSE: Aging causes changes in the postural alignment and gait due to changes in the nervous and musculoskeletal systems. On the other hand, the relationship between the changes in posture alignment and gait is unclear. This study examined the relationship between the postural alignment and spatiotemporal gait parameters in Korean elderly women. METHODS: Thirty-two-healthy elderly women participated in this study. All subjects were assessed for their posture alignment and gait ability. Stepwise multiple linear regression was performed to determine to what extent the postural alignments could explain the spatiotemporal gait parameters. RESULTS: Coronal head angle was moderately correlated with the velocity (r = -.51), normalized velocity (r = -.46) and gait-stability ratio (r = .58) (p < .05). The trunk angle was moderately correlated with the normalized velocity (r = -.32) and gait-stability ratio (r = .32) and weakly correlated with the velocity (r = -.28) (p < .05). The coronal shoulder angle was moderately correlated with the swing phase (r = -.57), stance phase (r = .56), single limb stance (r = -.56) and double limb stance (r = .51) (p < .05). The coronal head angle and trunk angle accounted for 36% of the variance in velocity, 33% variance in normalized velocity and 46% variance in the gait-stability ratio (p < .05). The coronal shoulder angle accounted for 32% variance in the swing phase, 32% variance in the stance phase, 31% variance in the single limb stance and 26% variance in the double limb stance (p < .05). CONCLUSION: Changes in posture alignment in elderly women may serve as a biomarker to predict a decrease in walking ability due to physical aging.

The Effect of Gunshot or Cannonade Training during Military Service on Hearing Threshold Levels (군복무시 사격 및 포격훈련에 의한 소음폭로력이 청력에 미치는 영향)

  • Kim, Heon;Cho, Soo-Hun;Lim, Hyun-Sul
    • Journal of Preventive Medicine and Public Health
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    • v.24 no.1 s.33
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    • pp.86-92
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    • 1991
  • To test if exposure history to rifle fire or cannonade training during military duty can induce hearing loss, history of personal military service and histroy of gunshot exposure were asked to 228 male college students with self -administrative questionnaire. Otoscopic examination and Rinne's test were performed if any abnormal finding was detected by pure-tone audiometry. Average hearing threshold levels of 500 Hz, 1,000 Hz, 2,000 Hz, 4,000 Hz and threshold levels at 4,000 Hz were calculated for 112 students who were remained after exclusion of cases with history of ear disease, of ototoxic drug administration, and of neuropsychiatric disease, and mean of those were compared between group of students who have completed military duty (completed group) and group of those who have not (not-completed group), and between group exposed (exposed group) and group unexposed to gunshot sound (unexposed group). Mean of average hearing threshold level and mean of threshold levels at 4,000 Hz of completed group and those of exposed group were higher than those of not-completed group and unexposed group, respectively. Proportion of cases that average threshold level was greater than 40 dB or threshold levels at 4,000 Hz was greater than 50 dB were higher also in completed group and exposed group than in duty not-completed group and unexposed group, respectively Multiple linear regression analysis including age, duration of military service, degree of gunshot sound exposure as independant variables and average hearing threshold level as dependant variable, was performed in order to estimate the effect of age on hearing, and any considerable effect of age on hearing could not be found. In conclusion, hearing impairment can be induced by rifle fire or cannonade training.

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Serum total Cholesterol Levels and Related Factors in a Rural Adult Population (농촌지역 성인들의 혈청 총콜레스테롤치 및 관련요인)

  • Ahn, Soon-Ki;Kam, Sin;Jin, Dae-Gu;Kim, Jong-Yeon;Chun, Byung-Yeol
    • Journal of Preventive Medicine and Public Health
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    • v.35 no.3
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    • pp.255-262
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    • 2002
  • Objectives : To investigate the fetal cholesterol levels and related factors in a rural adult population. Methods : 3,207 adults(1,272 men and 1,935 women) were examined in 1997 Their heights, weights, and fasting serum total cholesterol levels were measured, and their body mass indices were calculated. A questionnaire interviewing method was used to collect risk factor data. Results : The mean value of total cholesterol were 190.5 mg/dl, and 198.8 mg/dl, and the age-adjusted prevalence rates for hypercholesterolemia (above 240 mg/dl) were 13.7% and 10.2%, in men and women, respectively. From simple analyses, age, educational level, coffee intake, amount of meat and food intake, waist circumference, waist-hip circumference ratio(WHR), and body mass index(BMI) were significant risk factors in men (p<0.05) relating to serum total cholesterol levels. In women, age, educational level, hypertension history, diabetes history, herbal drug history, amount of feed intake, alcohol consumption, waist circumference, WHR, BMI, and menopausal status were significant risk factors (p<0.05). In multiple linear regression analyses, waist circumference (p<0.01), BMI (p<0.01), and coffee intake (p<0.05) proved to be significant risk factors in men. Whereas, menopausal status (p<0.01), BMI (p<0.01), herbal drug history (p<0.01), amount of food intake (p<0.05), waist circumference (p<0.05), and alcohol consumption (p<0.05) were significant risk factors in women. Conclusions : The significant risk factors, for both men and women, relating to the serum total cholesterol were waist circumference and BMI. Thus, for the reduction of serum total cholesterol level, it is recommended that health education for the control of obesity should be implemented.

The Effect of Alcohol on the Blood Lipid Level of Korean Adult Men (한국 성인남자에 있어서 알콜섭취와 혈중지질농도와의 관계)

  • Park, Chung-Yill;Hong, Yun-Chul;Lee, Seung-Han
    • Journal of Preventive Medicine and Public Health
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    • v.25 no.1 s.37
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    • pp.44-52
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    • 1992
  • This study was conducted to evaluate the relations between alcohol intake and blood lipid level in a group of 1,138 Korean adult men, ages 20 to 69 years. Total number of each of a variety of drinks in the previous two weeks was obtained by questionnaire and converted into grams of alcohol consumed in a week. The levels of blood lipid such as Cholesterol, HDL-Cholesterol, Triglyceride and LDL-Cholesterol were examined by enzyme method. We also observed the effects of various variables such as age, body mass index, smoking, exercise and blood pressure on blood lipid level. The results obtained were as follows : 1. Average weekly alcohol intake was $129.0{\pm}167.4gm$ and that of 30-39 age group was the highest as $149.3{\pm}170.4gm$. 2. Levels of Cholesterol Triglyceride and LDL-Cholesterol tended to increase with increasing age, but level of HDL-Cholesterol showed no significant relationship with age. 3. The positive linear regressions of alcohol intake on HDL-Cholesterol and Triglyceride were noted statistically significant. 4. Multiple regression analysis demonstrated that the effect of alcohol on HDL-Cholesterol and Triglyceride was statistically significant and the contribution rates were 5.0% and 0.8%, respectively. And, in the case of HDL-Cholesterol, the alcohol intake was the most significant independent variable.

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Projected Spatial-Temporal changes in carbon reductions of Soil and Vegetation in South Korea under Climate Change, 2000-2100 (기후변화에 따른 식생과 토양에 의한 탄소변화량 공간적 분석)

  • Lee, Dong-Kun;Park, Chan;Oh, Young-Chool
    • Journal of Korean Society of Rural Planning
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    • v.16 no.4
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    • pp.109-116
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    • 2010
  • Climate change is known to affect both natural and managed ecosystems, and will likely impact on the terrestrail carbon balance. This paper reports the effects of climate change on spatial-temporal changes in carbon reductions in South Korea's during 2000-2100. Future carbon (C) stock distributions are simulated for the same period using various spatial data sets including land cover, net primary production(NPP) and leaf area index (LAI) obtained from MODIS(Moderate Resolution Imaging Spectroradiometer), and climate data from Data Assimilation Office(DAO) and Korea Meteorological Administration(KMA). This study attempts to predict future NPP using multiple linear regression and to model dependence of soil respiration on soil temperature. Plants store large amounts of carbon during the growing periods. During 2030-2100, Carbon accumulation in vegetation was increased to $566{\sim}610gC/m^2$/year owing to climate change. On the other hand, soil respiration is a key ecosystem process that releases carbon from the soil in the form of carbon dioxide. The estimated soil respiration spatially ranged from $49gC/m^2$/year to $231gC/m^2$/year in the year of 2010, and correlating well with the reference value. This results include Spatial-Temporal C reduction variation caused by climate change. Therefore this results is more comprehensive than previous results. The uncertainty in this study is still large, but it can be reduced if a detailed map becomes available.

Analysis of Structural and Thermal Parameters for Evaluating Fire Resistance of Steel Beams (철골보의 내화시간 평가를 위한 구조 및 열적 변수해석)

  • Park, Han Na;Ahn, Jae Kwon;Lee, Cheol Ho
    • Journal of Korean Society of Steel Construction
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    • v.21 no.6
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    • pp.609-618
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    • 2009
  • This paper proposes a versatile formula which can be used to evaluate the fire resistant time of steel beams under various design conditions. Towards this end, the key parameters which affect the fire performance of steel beams were first determined through thermo-mechanical considerations, and classified into two groups: structural parameters and thermal parameters. Then the degree of influence of each parameter on the fire performance was investigated through a fully coupled thermo-mechanical analysis up to the occurrence of run-away deflection. The accuracy of the numerical model used was verified using an available full-scale fire test before conducting an extensive parametric analysis. Multiple linear regression analysis was performed to obtain the formula which can be used to predict the fire resistance time of steel beams under various design conditions. The statistical analysis showed that the proposed formula is very robust. The application of the formula in practical fire design under the current code was illustrated in detail. The economy and other advantages of the proposed formula were clearly shown.

Knowledge and Attitudes about AIDS among Dental Hygiene Students (일부 치위생과 학생들의 AIDS에 대한 지식 및 태도)

  • Choi, Sung-Suk;Lee, Yun-Hui
    • The Journal of Korean Society for School & Community Health Education
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    • v.14 no.3
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    • pp.77-87
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    • 2013
  • Objective: The purpose of this study was to obtain the basic data for the establishment of the curriculum from the analysis of knowledge and attitudes about AIDS among dental hygiene students. Methods: Data was collected from the students of two colleges majoring in dental hygiene in Daegu, using questionnaire. They were the students of total 390. The analysis was made using t-test, (one-way ANOVA), and multiple linear regression analysis. These were conducted using SPSS 14.0 version. Results: The horizontal and vertical transmission in percent correct knowledge of HIV infection, most of the questions asked of respondents knew the correct answer, AIDS attitudes in the community education hours to receive AIDS education is important then the response was highest at 88.2 percent. AIDS knowledge is based on clinical practice, and AIDS attitudes in accordance with the educational experience of the average difference between groups investigated showed statistically significantly. HIV knowledge and attitudes, no oil, depending on the educational experience of the average difference between groups investigated showed statistically significantly. The grade, the higher knowledge of HIV was found to be lower in a statistically significant negative relationship showed (p<0.001), clinical experience, the more experience, knowledge of HIV was higher statistically significant positive showed a relationship (p<0.001), a higher attitude about HIV AIDS knowledge was higher showed a statistically significant positive relationship (p<0.001). Conclusion: Dental hygiene to prevent infection associated with AIDS in the curriculum and hands-on curriculum to enhance patient care through the AIDS patients in clinical management after graduating as a dental hygienist at the ethical responsibility is considered to be very strong.

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