• Title/Summary/Keyword: 다중 선형회귀분석

Search Result 364, Processing Time 0.024 seconds

Estimation of Shear Wave Velocity of Weathered Granite Layer Using Nonlinear Multiple Regression Analysis; A Case Study in South Korea (비선형 다중회귀분석을 통한 국내 화강 풍화대 전단파 속도 평가에 대한 사례 연구)

  • Lee, Seung-Hwan;Baek, Sung-Ha;Chung, Choong-Ki;Kwak, Tae-Young
    • Journal of the Korean Geotechnical Society
    • /
    • v.37 no.6
    • /
    • pp.29-37
    • /
    • 2021
  • Since many geotechnical structures are constructed on a weathered granite layer, it is important to evaluate their characteristics. As a seismic design is the more important nowadays, the demands to estimate a shear wave velocity (VS) based on acceptable methods are increasing. In this study, an empirical equation predicting VS of the weathered granite layer is suggested based on the nonlinear multiple variable regression analysis whose independent variables are both SPT (Standard penetration test)-N60 and chemical weathering index. It is concluded that the accuracy of the empirical equation estimating VS of the weathered granite layer increases when it considers the chemical weathering index as an additional independent variable compared to the result of simple regression analysis using only N60.

A Study on Relationship between Hypertension and Dietary Intake in a Rural Adult Population (일부 농촌 성인을 대상으로 한 고혈압과 식이섭취와의 관계에 관한 연구)

  • Go, Un-Yeong;Kim, Joung-Soon
    • Journal of Preventive Medicine and Public Health
    • /
    • v.30 no.4 s.59
    • /
    • pp.729-740
    • /
    • 1997
  • To determine the relationship between hypertension and nutrient intake cross-sectional study were performed in a rural area. Adult resident over 30-year-old age were measured blood pressure and body mass index(BMI), and interviewed about food in-take for the previous 24 hours. 250 men and 297 women participated the survey. Significant correlation was showen in men between mean systolic blood pressure and protein density. Significant correlation with mean diastolic blood pressure was showen on protein density, protein energy(%), calcium density and energy-adjusted protein in men. We analysed risk factor for hypertension adjust the effect of age, BMI, sex and family history by multiple logistic regression. Protein density(odds ratio=3.18), fat density(odds ratio=1.94) and energy-adjusted protein(odds ratio=1.01) intake were positively associated with hypertension but sodium density(odds ratio=0.73) was showen to have inverse relationship.

  • PDF

Estimation of Soil Moisture Using Sentinel-1 SAR Images and Multiple Linear Regression Model Considering Antecedent Precipitations (선행 강우를 고려한 Sentinel-1 SAR 위성영상과 다중선형회귀모형을 활용한 토양수분 산정)

  • Chung, Jeehun;Son, Moobeen;Lee, Yonggwan;Kim, Seongjoon
    • Korean Journal of Remote Sensing
    • /
    • v.37 no.3
    • /
    • pp.515-530
    • /
    • 2021
  • This study is to estimate soil moisture (SM) using Sentinel-1A/B C-band SAR (synthetic aperture radar) images and Multiple Linear Regression Model(MLRM) in the Yongdam-Dam watershed of South Korea. Both the Sentinel-1A and -1B images (6 days interval and 10 m resolution) were collected for 5 years from 2015 to 2019. The geometric, radiometric, and noise corrections were performed using the SNAP (SentiNel Application Platform) software and converted to backscattering coefficient of VV and VH polarization. The in-situ SM data measured at 6 locations using TDR were used to validate the estimated SM results. The 5 days antecedent precipitation data were also collected to overcome the estimation difficulty for the vegetated area not reaching the ground. The MLRM modeling was performed using yearly data and seasonal data set, and correlation analysis was performed according to the number of the independent variable. The estimated SM was verified with observed SM using the coefficient of determination (R2) and the root mean square error (RMSE). As a result of SM modeling using only BSC in the grass area, R2 was 0.13 and RMSE was 4.83%. When 5 days of antecedent precipitation data was used, R2 was 0.37 and RMSE was 4.11%. With the use of dry days and seasonal regression equation to reflect the decrease pattern and seasonal variability of SM, the correlation increased significantly with R2 of 0.69 and RMSE of 2.88%.

Correlation of 'The Period of Child Care Support Agency' and 'Child Language·Cognitive Development' (육아지원기관 이용기간과 아동의 언어·인지 발달 정도의 상관관계)

  • Lee, Ye-Jin;Park, Hyunchun;Noh, Jin-Won
    • The Journal of the Korea Contents Association
    • /
    • v.16 no.7
    • /
    • pp.484-491
    • /
    • 2016
  • This study is to investigate the correlation of the period of child care support agency and child language cognitive development and to lead the development of the child in a positive side. For this purpose, Korea Children's Panel's 2012 data by the Korea Institute of Child Care and Education (KICCE) were used, selected 913 children of total 1703 parts. The result was derived from the results of frequency analysis, t-test, one-way ANOVA and multiple linear regression analysis. Analysis result, there was significant correlation between the period of child care support agency and child language cognitive development, and the longer the period of child care supper agency was the better child language cognitive development. Applying this results in health policy to expand the 'Free Childcare Policy', it will be higher for young child language and cognitive development.

Study Health Promoting Lifestyle on Depression, Stress and Self-esteem of North Korean Adolescents Refugees (북한이탈청소년의 우울, 스트레스 및 자아존중감에 따른 건강증진생활 연구)

  • Lee, Ju Hyun;Kim, Min Ji;Park, Hyunchun;Yu, Shi-Eun;Noh, Jin-Won
    • The Journal of the Korea Contents Association
    • /
    • v.15 no.3
    • /
    • pp.160-167
    • /
    • 2015
  • This study is to investigate the relationship between health promoting lifestyles around the psychosocial aspects such as depression, stress and self-esteem of young North Korean defectors. In particular, the purpose is mentally still less of a mature compared to adults, adolescents need greater understanding. For this purpose, North Korean Youth 150 people were surveyed, questionnaires 85 parts were used in the final analysis excluded from the additional 65. To analyze the factors affecting the health of life was performed multiple linear regression. Analysis result, general self, school self, stress had significant influence on health promoting lifestyles. The conclusion of this study is social psychology factors such as stress self-esteem of North Korean Adolescents refugees is addressed health promoting lifestyles and causal relationship, and promote health of adolescents shows wonderful self-esteem. It suggests that the necessary establishment. This effort is called for to reliably establish the North Korean youth to be part of a future South Korean society.

Body Mass Index Compared with Waist Circumference Indicators as a Predictor of Elevated Intraocular Pressure (안압상승의 위험인자로서 체질량지수(BMI)와 허리둘레의 비교)

  • Park, Sang-Shin;Lee, Eun-Hee;Paek, Domyung;Cho, Sung-Il
    • Journal of Korean Ophthalmic Optics Society
    • /
    • v.15 no.3
    • /
    • pp.293-297
    • /
    • 2010
  • Purpose: The aim of the current study was to compare body mass index (BMI) with waist circumference (WC) as a predictor of elevated intraocular pressure (IOP). Methods: The subjects were consisted of 458 adults, aged 20 year or above, of one community in Kyunggi-do. Mean IOPs were stratified jointly for BMI and WC tertiles. Multi-variate linear regression analysis was also used to compare between BMI and WC. Results: Although any BMI tertiles were not associated with IOP within each tertile of WC, WC tertiles was significantly related to elevation of IOP within the third BMI tertile (${\geq}24.9kg/m^2$). After adjusting for age and sex, only WC showed significant association with IOP. In additional adjustment for lifestyle variables, both BMI and WC were significantly associated with elevation of IOP. However, the results showed the stronger association of IOP with WC than BMI, whether they were adjusted by age and sex or additionally lifestyle variables. Conclusions: These data showed that BMI and WC were positively associated with IOP. However, WC appeared to be a better indicator for higher IOP than BMI.

Development of Optimum Traffic Safety Evaluation Model Using the Back-Propagation Algorithm (역전파 알고리즘을 이용한 최적의 교통안전 평가 모형개발)

  • Kim, Joong-Hyo;Kwon, Sung-Dae;Hong, Jeong-Pyo;Ha, Tae-Jun
    • KSCE Journal of Civil and Environmental Engineering Research
    • /
    • v.35 no.3
    • /
    • pp.679-690
    • /
    • 2015
  • The need to remove the cause of traffic accidents by improving the engineering system for a vehicle and the road in order to minimize the accident hazard. This is likely to cause traffic accident continue to take a large and significant social cost and time to improve the reliability and efficiency of this generally poor road, thereby generating a lot of damage to the national traffic accident caused by improper environmental factors. In order to minimize damage from traffic accidents, the cause of accidents must be eliminated through technological improvements of vehicles and road systems. Generally, it is highly probable that traffic accident occurs more often on roads that lack safety measures, and can only be improved with tremendous time and costs. In particular, traffic accidents at intersections are on the rise due to inappropriate environmental factors, and are causing great losses for the nation as a whole. This study aims to present safety countermeasures against the cause of accidents by developing an intersection Traffic safety evaluation model. It will also diagnose vulnerable traffic points through BPA (Back -propagation algorithm) among artificial neural networks recently investigated in the area of artificial intelligence. Furthermore, it aims to pursue a more efficient traffic safety improvement project in terms of operating signalized intersections and establishing traffic safety policies. As a result of conducting this study, the mean square error approximate between the predicted values and actual measured values of traffic accidents derived from the BPA is estimated to be 3.89. It appeared that the BPA appeared to have excellent traffic safety evaluating abilities compared to the multiple regression model. In other words, The BPA can be effectively utilized in diagnosing and practical establishing transportation policy in the safety of actual signalized intersections.

The Impact of Building a Radiation Social Safety Network on Citizens' Safety Awareness and Establishment of Safety Culture (방사선 사회안전망 구축이 시민의 안전의식과 안전 문화 정착에 미치는 영향 분석)

  • Jung-Hoon Kim;Yeon-Hee Kang
    • Journal of the Korean Society of Radiology
    • /
    • v.17 no.5
    • /
    • pp.791-800
    • /
    • 2023
  • This study was conducted to lay the foundation for creating a society safe from radiation by investigating the establishment of a radiation social safety net and the establishment of safety awareness and safety culture among citizens living in Busan. Data was collected through an online survey, and 200 copies of the survey were analyzed. Data were analyzed using SPSS Window Ver 28.0. To verify differences between groups, t-test and one way ANOVA were performed, and correlation analysis was performed to confirm the relationship between variables. In addition, multiple linear regression analysis was conducted to confirm the influence between variables. As a result, first, in terms of building a social safety net, citizens' safety awareness, and establishing a safety culture, the scores of the group with male gender, age in 20s, and high school graduation were found to be high. Among them, there was a statistical difference in gender at the significance level of .01 for building a social safety network and at the significance level of .05 for establishing a safety culture. In terms of occupation, there was a statistical difference between professionals and service workers at the significance level of .05 regarding the building of a radiation social safety network. Second, as a result of multiple regression analysis, it was found that 'local government radiation safety education', a subordinate factor in building a radiation social safety network, had a positive effect on citizens' safety awareness and establishment of a safety culture. Third, the results of the correlation analysis between the building of a social safety network, citizens' safety awareness, and establishment of a safety culture showed a positive correlation. Therefore, it is believed that a good radiation social safety network will have a positive impact on citizens' safety awareness and the establishment of a safety culture.

The Effect of Multiple Voting Systems on Customer Participation (다중투표 시스템이 고객 참여에 미치는 영향)

  • Cho, A Hyun;Yoo, Shijin
    • Journal of Service Research and Studies
    • /
    • v.13 no.2
    • /
    • pp.204-226
    • /
    • 2023
  • One of the most important types of Customer Empowerment Strategy (CES) is select empowerment, where firms allow customers to vote on a product to be marketed. However, there is limited research on the advantages and disadvantages of select empowerment. In particular, there are few studies on the composition of a voting system. This study analyzes customer participation behavior, such as willingness to vote and strategic voting (i.e., voting for candidates not based on utility orders), under the different voting systems: 1) the number of votes per customer (single or multiple), and 2) the number of final choices (single or multiple). Uncertainty is proposed as a mediator that links the voting system difference and customer participation. Two research hypotheses are tested using multiple linear regression analysis and a natural effects model based on data from two online experiments. As a result, the multiple voting system (i.e., multiple winners are selected by customer votes) shows a direct positive effect on willingness to vote and strategic voting behavior. In addition, the result shows that uncertainty insignificantly mediates the relationship between the voting system and customer participation. Academic and managerial contributions are discussed with several future research directions.

Relationships between Topological Structures of Traffic Flows on the Subway Networks and Land Use Patterns in the Metropolitan Seoul (수도권 지하철망 상 통행흐름의 위상학적 구조와 토지이용의 관계)

  • Lee, Keum-Sook;Hong, Ji-Yeon;Min, Hee-Hwa;Park, Jong-Soo
    • Journal of the Economic Geographical Society of Korea
    • /
    • v.10 no.4
    • /
    • pp.427-443
    • /
    • 2007
  • The purpose of this study is to investigate spacio-temporal structures of traffic flows on the subway network in the Metropolitan Seoul, and the relationships between topological structures of traffic flows and land use patterns. In particular we analyze in the topological structures of traffic flows on the subway network in time dimension as well as in spatial dimension. For the purpose, this study utilizes data mining techniques to the one day T-card transaction data of the last four years, which has developed for exploring the characteristics of traffic flows from large scale trip-transaction databases. The topological structures of traffic flows on the subway network has changed considerably during the last four years. The volumes of traffic flows, the travel time and stops per trip have increased until 2006 and decreased again in 2007. The results are visualized by utilizing GIS and analyzed, and thus the spatial patterns of traffic flows are analyzed. The spatial distribution patterns of trip origins and destinations show substantial differences among time zones during a day. We analyze the relationships between traffic flows at subway stops and the geographical variables reflecting land use around them. We obtain 6 log-linear functions from stepwise multiple regression analysis. We test multicollinearity among the variables and autocollelation for the residuals.

  • PDF