• 제목/요약/키워드: stepwise multiple linear regression analysis

검색결과 90건 처리시간 0.032초

남자 골프선수의 드라이버 스윙 시 클럽 헤드 스피드 향상을 위한 운동역학적 결정요인 탐색 (Searching of Biomechanical Determination Factor for Improving Club Head Speed during the Driver Swing in Male Golf Players)

  • Jae-Woo Lee;Young-Suk Kim;Jun-Sung Park
    • 한국운동역학회지
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    • 제34권1호
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    • pp.1-8
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    • 2024
  • Objective: The aim of this study was to identify the biomechanical determination factor for improving club head speed during the driver swing in male golf players. Method: Twenty-seven golf players were participated in this study. Eight motion capture cameras (250 Hz) and two force plates (2,000 Hz) were used to collect peak angular velocity and ground reaction force data. It was performed stepwise multiple linear regression analysis and alpha set at .05. Results: The peak plantar flexion angular velocity of the left ankle joint and the peak adduction angular velocity of the right shoulder joint were statistically significant. The peak plantar flexion angular velocity of the left ankle joint and the peak adduction angular velocity of the right shoulder during downswing. Conclusion: It is suggested that applying body conditioning training aimed at improving related body functions to increase maximum plantar flexion angular velocity in the left ankle joint will be effective in improving club head speed.

우리나라 증발접시 증발량과 Penman 증발량 추세 비교분석 (Comparisons of the Pan and Penman Evaporation Trends in South Korea)

  • 임창수
    • 대한토목학회논문집
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    • 제30권5B호
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    • pp.445-458
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    • 2010
  • 본 연구에서는 연 및 월별 기후요소와 지역특성이 증발접시 증발량과 Penman 증발량에 미치는 영향 차이를 분석하였다. 이를 위하여 우리나라 전국 52개 기상관측지점에서 관측된 연 및 월별 기후자료를 수집하여 추세분석을 실시하였고, 다변량 회귀분석 등을 실시하여 연구지역의 지리적 요소와 기후요소가 증발접시 및 Penman 증발량에 미치는 영향을 비교분석하였다. 단계입력방식의 다변량회귀분석 결과에 의하면 년별 증발접시 증발량의 경우 지리적 요소로서 도시화율이, 기후요소로서 기온, 습도, 풍속, 일사량 등이 포함되어 이들 지리적 및 기후요소의 영향을 받는 것으로 나타났고, 풍속에 의해서 가장 큰 영향을 받는 것으로 나타났다. 한편 Penman 증발량은 지리적 요소가 회귀식에 포함되지 않아서 지리적 요소의 영향을 받지 않는 것으로 나타났으나, 강수량을 제외한 다른 기후요소(기온, 습도, 풍속, 일사량)가 회귀식에 포함되어 이들 기후요소에 의해서 유의한 수준에서 영향을 받는 것으로 나타났다. 특히 풍속에 의해서 가장 큰 영향을 받는 것으로 나타났다. 또한 증발접시 증발량 추세의 경우 7월에 지리적 요소로서 해안근접성이 회귀식에 포함되어 증발접시 증발량 추세에 영향을 미치는 것으로 나타났지만 연별 및 다른 계절에서는 지리적 요소 및 기후요소가 회귀식에 포함되지 않아서 증발접시 증발량 추세에 큰 영향을 미치지 않는 것으로 나타났다. 한편 Penman 증발량 추세는 년별 및 월별 모두에서 지리적 요소가 회귀식에 포함되지 않아서 이들 지리적 요소에 의해서 영향을 받지 않는 것으로 나타났다.

치위생(학)과 학생의 전공만족도, 치위생전문직관이 진로준비행동에 미치는 영향 (The effects of satisfaction with major, and dental hygiene professionalism on career preparation behavior of dental hygiene students)

  • 한지형;김민영
    • 한국치위생학회지
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    • 제23권5호
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    • pp.387-393
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    • 2023
  • Objectives: This study was attempted in order to understand about the satisfaction with major and the dental hygiene professionalism in dental hygiene students and to grasp the factors affecting the career preparation behavior. Methods: The research subjects included 264 juniors and seniors who are attending dental hygiene department across Korea (three locations in Gyeonggi province, one locations in Daejeon, four locations in Jeolla province, and one locations in Daegu). Data were collected using the online questionnaire between March 6 to April 7, 2023. The chosen data analysis method included descriptive statistical analysis, t-test, one-way ANOVA, Pearson's correlation coefficient, and stepwise multiple linear regression. Results: The following average scores were obtained from those surveyed: 3.25 points concerning career preparation behavior, 3.83 points concerning the respondent's satisfaction with their major, and 3.45 points concerning dental hygiene professionalism. As for a difference in career preparation behavior according to general characteristics, a meaningful difference was shown in terms of gender, motivation for entering the field, and first desired employment. Aspects of career preparation behavior, satisfaction with one's major, and dental hygiene professionalism showed a significant correlation and were confirmed to explain the prediction of 29.1% of the variation in the regression model. Conclusions: For the sake of having an integrated understanding about career preparation behavior among dental hygiene students, there is a need to conduct repeated research on diverse variables and to inquire into a causal relationships between such variables.

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

  • 이금숙;홍지연;민희화;박종수
    • 한국경제지리학회지
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    • 제10권4호
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    • pp.427-443
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    • 2007
  • 본 연구의 목적은 현재 서울시를 포함한 수도권 지역에서 가장 높은 수송분담율을 차지하고 있는 지하철망 상 통행흐름의 시 공간적 구조를 밝히고, 그러한 통행흐름과 토지이용의 관계성을 밝히는 것이다. 특히 본 연구에서는 지난 2004년 7월 이후 수도권 대중교통이용자의 대부분이 이용하고 있는 교통카드 통행거래자료 중 매년 주중 하루치의 통행 트랜잭션 데이터베이스에 대하여 데이터마이닝 기법을 적용하여 지난 4년간 수도권 지하철망 상 통행흐름의 위상학적 구조를 비교분석하였다. 또한 하루 중 시간대별 통행흐름의 공간적 특징을 분석하기 위하여 하루를 아침 출근시간대, 낮 시간대, 저녁 퇴근 시간대로 나누어 수도권 지하철망 상의 각 지하철역의 시간대별 출발통행량과 도착통행량을 산출하고, GIS를 이용하여 그 공간적 패턴을 비교한 결과 시간대별로 확연한 차이가 나타남을 확인하였다. 그리고 지하철 통행흐름의 위상학적 구조와 토지이용과의 관계성을 밝히기 위하여 각 지하철역의 시간대별 출발 도착 통행량과 그 지하철역 주변지역의 토지이용상태를 반영하는 지리적 변수들 간의 상관관계분석과 다중회귀분석을 실시하였으며, 분석 결과 시간대별 출발 통행량 및 도착 통행량 관계를 설명하는 선형 대수식을 도출하였다. 함수식의 적합성 판명을 위하여 공선성진단과 이분산성분석을 실시하였다.

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Use of the Quantitatively Transformed Field Soil Structure Description of the US National Pedon Characterization Database to Improve Soil Pedotransfer Function

  • Yoon, Sung-Won;Gimenez, Daniel;Nemes, Attila;Chun, Hyen-Chung;Zhang, Yong-Seon;Sonn, Yeon-Kyu;Kang, Seong-Soo;Kim, Myung-Sook;Kim, Yoo-Hak;Ha, Sang-Keun
    • 한국토양비료학회지
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    • 제44권5호
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    • pp.944-958
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    • 2011
  • Soil hydraulic properties such as hydraulic conductivity or water retention which are costly to measure can be indirectly generated by soil pedotransfer function (PTF) using easily obtainable soil data. The field soil structure description which is routinely recorded could also be used in PTF as an input to reduce the uncertainty. The purposes of this study were to use qualitative morphological soil structure descriptions and soil structural index into PTF and to evaluate their contribution in the prediction of soil hydraulic properties. We transformed categorical morphological descriptions of soil structure into quantitative values using categorical principal component analysis (CATPCA). This approach was tested with a large data set from the US National Pedon Characterization database with the aid of a categorical regression tree analysis. Six different PTFs were used to predict the saturated hydraulic conductivity and those results were averaged to quantify the uncertainty. Quantified morphological description was successively used in multiple linear regression approach to predict the averaged ensemble saturated conductivity. The selected stepwise regression model with only the transformed morphological variables and structural index as predictors predicted the $K_{sat}$ with $r^2$ = 0.48 (p = 0.018), indicating the feasibility of CATPCA approach. In a regression tree analysis, soil structure index and soil texture turned out to be important factors in the prediction of the hydraulic properties. Among structural descriptions size class turned out to be an important grouping parameter in the regression tree. Bulk density, clay content, W33 and structural index explained clusters selected by a two step clustering technique, implying the morphologically described soil structural features are closely related to soil physical as well as hydraulic properties. Although this study provided relatively new method which related soil structure description to soil structure index, the same approach should be tested using a datasets containing the actual measurement of hydraulic properties. More insight on the predictive power of soil structure index to estimate hydraulic properties would be achieved by considering measured the saturated hydraulic conductivity and the soil water retention.

돼지 하악골의 micro-CT영상에서 추출한 3차원 골미세구조와 골강도 사이의 상관관계 (Relationship between trabecular strength and three-dimensional architecture in the pig mandible using microcomputed tomography)

  • 허경회;박무순;이원진;허민석;이삼선;최순철
    • Imaging Science in Dentistry
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    • 제35권3호
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    • pp.167-173
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    • 2005
  • Purpose : To investigate the relationship between three-dimensional (3D) bone imaging parameters and trabecular strength in the mandible. Materials and Methods : Bone specimens were obtained from the mandibles of five male pigs weighing around 110 kg each. Of those, 43 samples were selected for 3D analysis and measured by micro-computed tomography. The five morphometric parameters were trabecular thickness (Tb.Th), bone specific surface (BS/BV), percent bone volume (BV/TV), structure model index (SMI) and degree of anisotropy (DA). Through destructive mechanical testing, strength parameters were obtained. Results : BV/TV, SMI, BS/BV, and Tb.Th showed significant correlations with strength parameters. DA did not show any correlation with the other parameters. In multiple linear regression analysis, BV/TV alone explained $43\%$ of the variance in Young's modulus. By stepwise inclusion of SMI, the variance in the Young's modulus was better explained up to $52\%$. Conclusions : Predicting trabecular strength in the mandible through architectural analysis would be possible. Further study is needed to establish the tendency and variety of trabecular architecture and strength according to the locations within the mandible.

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중고등학생의 건강위험지각이 건강위험행위에 미치는 영향 (The impact of Health Risk Perception on Health Risk Behavior in Middle and High School Students)

  • 김미정
    • 한국학교보건학회지
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    • 제12권1호
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    • pp.45-56
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    • 1999
  • Adolescence is vulnerable to various Health Risk Behaviors (HRB). These behaviors can affect his remaining life as well as adolescence, thus prevention of HRB is a critical issue in health education. This study is aimed to provide basic information for prevention of HRB. Thus, this study was conducted to analyze the impact of peer group's health risk behaviors on health risk perception (HRP) and that of health risk perception on health risk behaviors based on 832 respondents. The 852 subjects were selected in six middle and high schools in Seoul through random sampling. Data were collected from September, 18-October, 21, 1998, and the 832 data were analyzed after excluding the 20 incomplete and inaccurate data. Questionnaire items and measures are based on an instrument to measure Perceived Health Risk Perception, which Hodge B.C. developed in 1992. Cronbach alpha is used to test the reliability. The reliability of HRP and HRB is 0.9473, 0.8768 in this study, Statistical analysis divided into four phases. First, the impact of socio-demographic characteristics on HRP is analyzed by oneway ANOV A. Male students have lower HRP than female students. As grade goes up, HRP is getting lower. Perceived higher concern of parents and HRP are correlated. And the experience of school health education and HRP are correlated. Second, the impact of peer group's HRB on the HRP is analyzed by linear regression. Peer group's HRB and HRP are negatively correlated, Third, the impact of HRP on HRB is analyzed by linear regression. There is a correlation between high HRP and low HRB. Fourth, Powerful impact factors on HRB are analyzed by stepwise multiple regression. Grade, gender, peer group's HRB, and related HRP is entered as independent variables. Because of correlation between entered variables, three interaction variables between grade, gender, peer group's HRB and related HRP also entered, In general, peer group's HRB is the most accountable factor to HRB. And Interaction variable between HRP and peer group's HRB and HRB are negatively correlated. These results indicate that HRP may reduce the impact of peer group's HRB on HRB. Some recommendations are as follows: First, health educational programs suitable for gender and grade are required. Second, a systematic cooperation between school and home is necessary for effective prevention of HRB. Third, the educational effect for decreasing HRB by increasing HRP is statistically assisted. However, peer group has much stronger impact on HRB than subjective HRP, thus special consideration and management are necessary for peer group which does HRB more frequently.

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Designing Hypothesis of 2-Substituted-N-[4-(1-methyl-4,5-diphenyl-1H-imidazole-2-yl)phenyl] Acetamide Analogs as Anticancer Agents: QSAR Approach

  • Bedadurge, Ajay B.;Shaikh, Anwar R.
    • 대한화학회지
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    • 제57권6호
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    • pp.744-754
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    • 2013
  • Quantitative structure-activity relationship (QSAR) analysis for recently synthesized imidazole-(benz)azole and imidazole - piperazine derivatives was studied for their anticancer activities against breast (MCF-7) cell lines. The statistically significant 2D-QSAR models ($r^2=0.8901$; $q^2=0.8130$; F test = 36.4635; $r^2$ se = 0.1696; $q^2$ se = 0.12212; pred_$r^2=0.4229$; pred_$r^2$ se = 0.4606 and $r^2=0.8763$; $q^2=0.7617$; F test = 31.8737; $r^2$ se = 0.1951; $q^2$ se = 0.2708; pred_$r^2=0.4386$; pred_$r^2$ se = 0.3950) were developed using molecular design suite (VLifeMDS 4.2). The study was performed with 18 compounds (data set) using random selection and manual selection methods used for the division of the data set into training and test set. Multiple linear regression (MLR) methodology with stepwise (SW) forward-backward variable selection method was used for building the QSAR models. The results of the 2D-QSAR models were further compared with 3D-QSAR models generated by kNN-MFA, (k-Nearest Neighbor Molecular Field Analysis) investigating the substitutional requirements for the favorable anticancer activity. The results derived may be useful in further designing novel imidazole-(benz)azole and imidazole-piperazine derivatives against breast (MCF-7) cell lines prior to synthesis.

Log-transformed plasma level of brain natriuretic peptide during the acute phase of Kawasaki disease is quantitatively associated with myocardial dysfunction

  • Bang, Sun-Hee;Yu, Jeong-Jin;Han, Myung-Ki;Ko, Hong-Ki;Chun, Sa-Il;Choi, Hyung-Soon;Kim, Young-Hwue;Ko, Jae-Kon;Park, In-Sook
    • Clinical and Experimental Pediatrics
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    • 제54권8호
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    • pp.340-344
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    • 2011
  • Purpose: Brain natriuretic peptide (BNP) has been considered a biochemical marker for myocarditis in Kawasaki disease. We performed this study to determine its quantitative significance. Methods: We attempted to correlate log-transformed BNP concentrations (log-BNP) and clinical, laboratory, and echocardiographic variables in 81 children with Kawasaki disease. Stepwise multiple linear regression analysis was used to determine the variables independently associated with log-BNP concentration. Results: Serum C-reactive protein level (P<0.0001), serum alanine aminotransferase concentration (P =0.0032), white blood cell count (P=0.0030), and left ventricular mass index (P=0.0024) were positively related with log-BNP, and hemoglobin level (P<0.0001), serum albumin level (P<0.0001), $Na^+$ concentrations (P<0.0001), left ventricular fractional shortening (P=0.0080), and peak early diastolic tissue velocity of the left ventricular basal lateral segment (P=0.0045) were negatively related to the log-BNP concentration. Multiple regression analysis showed that serum albumin concentration ($R_2$=0.31, P=0.0098) and left ventricular mass index ($R_2$=0.09, P=0.0004) were significantly associated with the log-BNP concentration. Conclusion: Elevated BNP levels during the acute phase of Kawasaki disease may be attributable to cardiac dysfunction associated with the increase in left ventricular mass, and log-BNP concentration may be a quantitative biochemical marker of myocarditis in Kawasaki disease.

두 가지 추출제를 이용한 광산지 인근 농경지 토양 중 비소, 카드뮴, 구리, 납의 용출 특성 평가 (Elution Characteristics of Arsenic, Cadmium, Copper and Lead in Paddy Soil Nearby Mining Area Using Two Kinds of Extractant)

  • 권지철;이군택;정명채;김정욱;윤정기;김현구;김지인;이홍길;김인자;김태승;강지영
    • 한국지하수토양환경학회지:지하수토양환경
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    • 제24권6호
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    • pp.1-8
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    • 2019
  • This study evaluated the relative extraction ratio (RER) of As and heavy metals (Cd, Cu and Pb) in paddy soils using the two types extractant, 0.05 M EDTA and 0.43 M HNO3. The RER was calculated by dividing the concentrations of metals obtained by 0.05 M EDTA or 0.43 M HNO3 extraction by those obtained by aqua regia extraction. The RER of 0.43 M HNO3 was larger than that of 0.05 M EDTA. Correlation analysis indicated there was statistically significant correlation (p<0.001) between the concentration in aqua regia and 0.05 M EDTA or 0.43 M HNO3. Especially, Cd showed the higher correlation than other metals. Stepwise multiple linear regression analyses indicated soil pH, CEC, organic matter content, and soil texture all influenced the metal extraction rates and bioavailability of the metals.