• 제목/요약/키워드: simple regression analysis

검색결과 915건 처리시간 0.032초

공과대학생의 팀워크역량이 문제해결능력에 미치는 영향: 창의적 인성의 매개효과 (Effects of Teamwork Competence on Problem Solving in Engineering Students: Mediating Effect of Creative Personality)

  • 배성아;옥승용;노수림
    • 공학교육연구
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    • 제22권3호
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    • pp.32-40
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    • 2019
  • This paper deals with the effects of teamwork competence on problem solving ability through the mediating effect of creative personality for the engineering students. For this purpose, a regression-based statistical mediation analysis has been performed for a simple mediation model in which teamwork competence and problem solving ability were treated as independent and dependent variables respectively, and creative personality was included as a mediation variable. The analysis results showed that the teamwork competence has direct effect on the problem solving ability as well as indirect effect through the creative personality. This result implies that the problem solving ability can be improved directly by improving the teamwork competence, and moreover, it can be further improved indirectly or through the mediation effect by improving the creative personality. Thus, in order to develop excellent problem solving ability, it is necessary to form team members in a balanced way between teamwork competence and creative personality in the team-based learning.

The Effect of Branding Capability on Business Performance: An Empirical Study in Indonesia

  • HANDINI, Yuslinda Dwi;NOTOSUBROTO, Suharyono;SUNARTI, Sunarti;PANGESTUTI, Edriana
    • The Journal of Asian Finance, Economics and Business
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    • 제8권7호
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    • pp.591-601
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    • 2021
  • This study examined the effect of branding capability on business performance moderated by learning capability. This study was conducted with small- and medium-sized enterprises (SMEs) of coffee cafes in the ex-Besuki region, East Java, Indonesia, covering four regencies located around coffee-producing areas with geographical indication (GI) certification. 150 managers of coffee cafe were sampled using the census technique. Data were collected by questionnaires distributed to the coffee cafe managers. The data were then analyzed by using simple regression analysis, Moderation Regression Analysis (MRA) and Moderated MultiGroup Analysis (MMA). The results showed that learning capability positively and significantly affect business performance, and learning capability moderated/enhanced the effect of branding capability on business performance. The findings of this study suggest that branding capability and learning capability play a crucial role in the performance of coffee cafe business especially in the dynamic environment. Coffee cafe managers need to take concrete steps to improve their branding capability and learning capability and they also need to improve their ability to interact with their environment and be committed in managing the coffee cafe. Therefore, it is imperative that the role of branding capability and learning capability be optimized in order to improve the business performance of the coffee cafe.

The Effect of Cognitive Emotional Control on Life Goals

  • Kim, Jungae
    • International Journal of Advanced Culture Technology
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    • 제9권1호
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    • pp.79-88
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    • 2021
  • This study was a cross-sectional descriptive investigative study to analyze the effects of sub-factors of cognitive emotional control on life goals. The subjects of the study were 184 people in their 20s, and they were collected online from December 2020 to January 5, 2021 using structured cognitive control capabilities and life goal questionnaires. The collected data were performed using SPSS 18.0 for Frequency, Independent Sample t-test, Pearson correction analysis, Simple regression analysis, and Multiple regression analysis. According to the study, men had both life-oriented and achievement-oriented life goals higher than women. Among the sub-factors of cognitive emotional control (positive focus change, positive reassessment, expansion of view, re-accept plan, acceptance, rumination, self-criticism, others criticism, and destruction) were male and female were higher in self-criticism. Factors affecting life-oriented life goals have been shown to be expanding views, re-accepting plans, and criticizing others, while positive re-evaluation negatively affects achievement-oriented life goals. Based on these results, life-oriented life-goals tend to exhibit adaptive responses to expand views and revise plans and maladaptive responses to blame others, while achievement-oriented life-goals have the ability to positively reassess situations, modify plans and accept negative reactions.

Introduction to Mediation Analysis and Examples of Its Application to Real-world Data

  • Jung, Sun Jae
    • Journal of Preventive Medicine and Public Health
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    • 제54권3호
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    • pp.166-172
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    • 2021
  • Traditional epidemiological assessments, which mainly focused on evaluating the statistical association between two major components-the exposure and outcome-have recently evolved to ascertain the in-between process, which can explain the underlying causal pathway. Mediation analysis has emerged as a compelling method to disentangle the complex nature of these pathways. The statistical method of mediation analysis has evolved from simple regression analysis to causal mediation analysis, and each amendment refined the underlying mathematical theory and required assumptions. This short guide will introduce the basic statistical framework and assumptions of both traditional and modern mediation analyses, providing examples conducted with real-world data.

강우 시 중랑천 유역의 수질(T-P, T-N, CODMn, SS, BOD5)변화 특성 (Characteristics of Temporal Variation on Water Quality (T-P, T-N, CODMn, SS, BOD5) in the Jungrang Stream during Rainfall Event)

  • 정재형;조우싱;이태진;권오열
    • 대한환경공학회지
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    • 제36권6호
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    • pp.412-420
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    • 2014
  • 중랑천 상류에서 하류 방향으로 4개 지점을 선정하여 3회의 강우 사상에 대하여 수질변화 특성을 조사하였다. 강우시 $COD_{Mn}$, SS와 $BOD_5$ 농도는 증가하고, T-N은 감소하고, T-P는 경향성이 뚜렷하게 나타나지는 않았으며, 경향성은 강우량과 강우강도 증가에 따라 더욱 뚜렷하게 나타났다. 누적 강우량과 수질항목별 단순회귀 분석 결과, T-N을 제외하고 전체적으로 양의 상관성을 갖는 것으로 나타나서 T-N은 누적강우량이 커질수록 농도가 감소하는 것으로 나타났고, 다른 항목들은 농도가 증가하는 것으로 나타났다. 시간당 평균 강우강도와 수질항목별 단순회귀분석 결과, $R^2$값이 전체적으로 약 0.483~0.992 범위의 대체적으로 폭 넓은 결정계수를 나타났으며, 강우강도가 강할수록, T-P와 T-N은 상류 유입, $COD_{Mn}$은 중류 및 하류 유입, SS는 상류에서 하류 방향으로의 점진적 증가 유입, 그리고 $BOD_5$는 상류에서 하류 방향으로의 점진적 감소 유입이 되는 것으로 판단되었다. 유량과 수질항목별 단순회귀 분석을 실시한 결과, 중랑천 상류가 유량의 증가와 함께 수질오염도가 민감하게 반응하는 것으로 나타났다.

지질조건에 따른 자연사면 토층의 투수계수 산정모델 제안 (Proposal of Models to Estimate the Coefficient of Permeability of Soils on the Natural Terrain considering Geological Conditions)

  • 전덕찬;송영석;한신인
    • 지질공학
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    • 제20권1호
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    • pp.35-45
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    • 2010
  • 본 연구에서는 10여년 동안 국내 산사태 발생지역 및 인근 미발생지역에서 채취된 자연사면에서의 토층을 대상으로 획득된 약 1,150여개소의 토질시험결과를 토대로 지질조건에 따른 토층의 평균 물성치를 산정하고, 통계적인 분석을 실시하여 지질조건별 투수계수에 대한 간편식을 제안하였다. 투수계수는 화강암지역과 이암지역에서 큰 것으로 나타났으며, 세립토함유량은 이암지역과 편마암지역에서 큰 것으로 나타났다. 지질조건에 따른 토층의 투수계수를 산정하기 위해서 상관성 분석을 실시한 결과 종속변수를 투수계수로 하고 독립변수를 세립토함유량, 함수비, 건조단위중량 및 간극비로 선정하였다. 회귀분석결과 지질조건별 제안된 선형회귀식에서는 공통적으로 세립토함유량 및 간극비가 가장 많이 포함되었다. 제안된 선형회귀식을 검증하기 위하여 타 지역의 토층을 대상으로 수행된 투수계수 측정결과와 선형회귀식으로 예측된 결과를 서로 비교하였다. 비교결과 일부 측정된 결과와 예측된 결과가 차이가 있는 것으로 나타났으나, 그 차이는 비교적 작은 것으로 나타났다. 본 연구에서 제안된 지질조건별 투수계수 산정을 위한 선형회귀식은 국내 지반을 대상으로 적용이 가능할 것으로 판단되나, 추후 지속적인 검증 및 수정이 필요할 것으로 판단된다.

의복디자인의 조형적 특성에 따른 감성연구 (A Study on Sensibility of Formative Properties in Clothing Design)

  • 김유진;이경희
    • 한국의류학회지
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    • 제24권7호
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    • pp.976-986
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    • 2000
  • The purpose of this study is to clarify the relationship between the visual sensibility and the decorative design of clothing. 41 kinds of costume samples have been selected from photographs in fashion magazines under detail and trimming, and divided into three types according to line, shape, and form. I have measured these images by using Semantic Differential method. The obtained data were analyzed by factor analysis ANOVA, discriminant analysis, regression analysis and MDS. The results of analysis are as follow; 1. Factor analysis has extracted five factors which consist of decorative design sensibility. These factors are Attractiveness, Hardness and Softness, Rhythm, Decorativeness, Cuteness. 2. There were significant differences in visual evaluation of decorative design and demographics 3. The discrimination among formative designs was closely related to decorative image, especially between line and form. 4. The Image effect on Preference, Buying needs, Riches and Pleasant was consist of complicated sensibility. 5. Evaluative dimensions of decorative design were identified by Simple-Complicated, Cubic -Plane perceptive image differed in degree of similarity in spite of same formative design.

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암환자의 삶의 질 도구개발 (Development of Quality of Life Measurement for Cancer Patients)

  • 태영숙;강은실;이명화;박금자
    • 성인간호학회지
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    • 제12권4호
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    • pp.741-757
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    • 2000
  • This study was undertaken to develop an instrument to be used for measuring the concept of quality of life of Korean patients with cancer multidimensionary and correctly. It can contribute in holistic nursing care for Korean cancer patients and also provide and validate basic data to help oncology nurses measure the outcome of nursing intervention correctly. To develop this instrument, the researchers first estabilished a conceptual framework based on the results of qualitative data analysis and indepth interview method Development of the scale was conducted using a method in which 31 items were assessed by subjects' self report using linear analogue scales. The subjects were 79 D.M. patients, 103 patients with acute illness, and 91 cancer patients residing in Busan, Korea. Data were collected during the period from July, 24 to August 14, 2000. This instrument consisted of 31 items with a self report scale. This instrument covered 4 dimensions of cancer patients : 1) physical wellbeing 2) psychological wellbeing 3) social wellbeing and 4)spiritual wellbeing. Each item had a possible score of 10. The reliability of the scale was tested with Cronbach's alpha. Validity was evaluated by examining the relationships of this scale, Youn's Quality of Life Questionnare scores and the Simple Quality of Life scale. Two separate runs of multiple regression were used to predict scores on the Simple Quality of Life measurement. Further validation was obtained by examining the correlation between the instrument subscores and Youn's Quality of Life measurement subscore for convergence of this scale. Examination of the discriminant. power of the instrument was done using ANOVA test. The results are summarized as follows: 1. The reliability of the instrument for the quality of life was 0.8321(Cronbach's alpha.), physical wellbeing dimension 0.6343, psychological wellbeing dimension 0.6501, spiritual wellbeing dimension 0.5883. 2. This instrument had a high correlation with Youn's Quality of Life measurement(r= 0.636) in cancer patients, whereas it had a low correlation with Simple Quality of Life measurement(r=0.455) in cancer patients. In the D.M. patients, the instrument correlated with both the Youn's Quality of Life measurement and Simple Quality of life measurement(r=0.313, r= 0.407) and in the acute stage patients, the instrument had no correlation. 3. Multiple regression of individual items on the Simple Quality of Life scores accounted for 56.8% of the variance in the Simple Quality of Life measurement, whereas, Youn's Quality of Life measurement scores accounts for 31.7%. 4. The correlations collected from the three group had the same patterns of variations but especially the instrument developed in this study had higher disciminant power than that of Youn's Quality of Life Measurement.

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사망전 노인의 전체보건의료비용에서 보완대체요법 비용과 비용분율에 관한 연구 (A Study on the Cost and Proportion of Complementary and Alternative Medicine in Total Healthcare Cost among Elderly in the Last 6 Months of Life)

  • 이지전;오희철;이상욱
    • Journal of Preventive Medicine and Public Health
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    • 제37권2호
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    • pp.141-149
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    • 2004
  • Objectives : To evaluate the cost and proportion of complementary and alternative medicines (CAM) in the total healthcare costs among the elderly in the last 6 months of life. Methods : The care-giving families of 301 persons older than 65 years, who died between July 1st and December 31st of 2001, and were also registered in Self-Employed Health Insurance Programs in Seoul, were interviewed. Results : The cost of CAM was 1.09 million Won, which as a proportion of the total healthcare cost was 38.1%. The elderly aged between 65 and 69 year-old, male, living with their spouse, Buddhist and having cancers had higher CAM costs in an ANOVA and simple regression analysis. After controlling of various factors, age was the only significant factor associated with the cost of CAM. The elderly above 80 years old, female, bereaved and Buddhist had higher proportional CAM costs, and the elderly having cancers or cardiovascular diseases had lower proportional CAM costs in an ANOVA and simple regression analysis. After adjusting for various factors, the elderly above 85 years old, female and Buddhist had higher proportional CAM costs, and the elderly having cancers had lower proportional CAM costs. Conclusion : The very old and Buddhist, and/or the ill with no clear diagnosis, may depend more on CAM. Further research will be needed on the meaning and impact of CAM and their costs to public health and the total healthcare system.

미세먼지(PM10, PM2.5) 농도가 급성/만성 부비동염의 환자 수에 미치는 영향 (The Correlation between Fine Dust(PM10, PM2.5) and The Number of Acute/Chronic Sinusitis Patients)

  • 장영우;김정윤;김혜경;임승환
    • 한방안이비인후피부과학회지
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    • 제31권3호
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    • pp.1-11
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    • 2018
  • Objectives : The purpose of this study is to analyze the correlation between fine dust(PM10.5, PM2.5) and the number of acute/chronic sinusitis patients. Methods : A simple regression analysis was performed based on the concentration of PM10 and PM2.5 as independent variables and the number of acute/chronic sinusitis patients as dependent variables. Results : As a result of simple regression analysis, if PM10 increases by $1{\mu}g/m^3$, the number of acute sinusitis patients increases by 7,000.291(P<.001, 95%CI :4,951.983-9,048.600). If PM2.5 increases by $1{\mu}g/m^3$, the number of acute sinusitis patients increases by 17,524.476.(P<.001, 95%CI:9,728.725-25,320.228) In addition, PM10 increases by $1{\mu}g/m^3$, the number of acute sinusitis patients increases by 3,163.471 (P<.001, 95% CI:2,268.642-4,058.301). If PM2.5 increases by $1{\mu}g/m^3$, the number of chronic sinusitis patients increases by 8,651.644.(P<.001, 95%CI:5,115.697-12,187.592) Conclusions : Both PM10 and PM2.5 are correlated with changes in the number of sinusitis patients. PM2.5 has effect on the number of patients than PM10. PM10 is the highest correlation in their 50s, PM2.5 in their 60s and 70s.