• 제목/요약/키워드: principal component regression

검색결과 251건 처리시간 0.029초

시계열 데이터를 활용한 항공 화물 물동량 영향 요인에 관한 연구 : 인천-상하이, 광저우, 톈진, 베이징을 중심으로 (A Study on the Factors Affecting Air Cargo Volume Using Time Series Data : Focusing on Incheon-Shanghai, Guangzhou, Tianjin, and Beijing)

  • 신승연;문승진;박인무;안정민;한용희
    • 산업경영시스템학회지
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    • 제43권4호
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    • pp.15-22
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    • 2020
  • Economic indicators are a factor that affects air cargo volume. This study analyzes the different factors affecting air cargo volume by each Chinese cities according to the main characteristics. The purpose of this study is to help companies related to China, airlines, and other stakeholders predict and prepare for the fluctuations in air cargo volume and make optimal decisions. To this end, 20 economic data were used, and the entire data was reduced to 5 dimensions through factor analysis to build a dataset necessary and evaluated the influencing factors by multi regression. The result shows that Macro-Economic Indicators, Production/Service indicators are significant for every cities and Chinese manufacture/Customer indicators, Korean manufacture/Oil Price indicators, Trade/Current indicators are significant for each other city. All adjusted R2 values are high enough to explain our model and the result showed excellent performance in terms of analyzing the different factors which affects air cargo volume. If companies that are currently doing business with China can identify factors affecting China's cargo volume, they can be flexible in response to changes in plans such as plans to enter China, production plans and inventory management, and marketing strategies, which can be of great help in terms of corporate operations.

환자기반 치과의료 환자안전에 대한 연구 (Development of patient-based patient safety questionnaire in dentistry)

  • 김보라;신호성
    • 대한치과의료관리학회지
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    • 제10권1호
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    • pp.53-65
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    • 2022
  • The Primary Care Patient Measure of Safety (PC-PMOS) is a measure of safety that allows patients to evaluate contributing factors related to patient safety in primary care. This study aimed to examine which questionnaire items of the PC-PMOS could be used in Korean dental institutions. A survey of the Korean translation of the PC-PMOS, a self-reported questionnaire, was conducted in August 2022 by 400 adults who had used dental-care services within the last three years. Of the 77 items, 34 were selected using principal component analysis and two experts' evaluations based on face validity. Five domains were identified from factor analysis: patient centeredness, patient information update, complaint processing, communication, and information about the complaint process. The Cronbach's alpha of the data was 0.913, indicating high reliability. As a result of the generalized multiple regression analysis, regression coefficients were not statistically significant, except for household income. This indicated that there was no bias in the patient safety scores of dental institutions evaluated by patients within the range of independent variables used in this study. The five domains with 34 items identified in this study suggested the factors that contribute to the safety of patients who used dental care services in Korea. However, validation of this study result is still important to refine questionnaires suitable for dental institutions in Korea so as to further improve the quality of dental care.

기상 빅데이터를 활용한 신재생 에너지 발전량 예측 모형 연구 (Renewable Energy Generation Prediction Model using Meteorological Big Data)

  • 강미영
    • 한국전자통신학회논문지
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    • 제18권1호
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    • pp.39-44
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    • 2023
  • 태양광, 풍력 등의 신재생 에너지는 기상조건 및 환경변화에 민감한 자원이다. 설치위치 및 구조에 따른 설비의 발전량이 달라질 수 있기 때문에 정확한 발전량 예측은 중요하다. 기상 빅데이터를 활용하여 주성분 분석을 기반으로 데이터 전처리 과정을 진행하여 신재생 에너지 발전량 예측 시 영향을 미치는 피처간의 관계를 모니터링하였다. 또한, 본 연구에서는 영향을 미치는 민감도에 따라 데이터셋을 재구성하여 머신러닝 모델에 적용하여 예측도를 테스트하였다. 제안한 모형을 사용하여 신재생 에너지를 대상으로 기상환경에 따라 에너지 발전량을 예측하고 해당 시점의 실제 생산 값과 비교함으로써 랜덤 포레스트 회귀 분석을 적용한 에너지 발전량 예측에 대한 성능을 확인하였다.

Analysis of the Effects of Investment Facilitation Levels on China's OFDI: Focusing on RCEP Member States

  • Yong-Jie Gui;Jin-Gu Kang;Yoon-Say Jeong
    • Journal of Korea Trade
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    • 제27권3호
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    • pp.161-178
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    • 2023
  • Purpose - purpose of this paper is to analyze the effects of the investment facilitation levels of 11 RCEP countries (excluding Myanmar, Brunei, and Laos due to lack of data) on China's outward foreign direct investments(OFDI) using balanced panel data from 2010 to 2019. Design/methodology - First, four investment facilitation measurement indicators (regulatory environment, infrastructure, financial market, ease of doing business) were selected,investment facilitation scores of the 11 countries were obtained using the principal component analysis, an investment gravity model was established with nine explanatory variables (investment facilitation level, market size, population, geographic distance, degree of opening, tax level, natural resources, whether the country is an APEC member or not, and whether a valid bilateral investment treaty with China has been concluded) were used to establish an investment gravity model, and regression analyses were conducted with OLS and system GMM. Findings - The results of the regression analyses showed that investment facilitation levels had the greatest effect on China's OFDI, all four first-level indicators had positive effects on China's OFDI, and among them, the institutional environment had the greatest effect. In addition, it was shown that explanatory variables such as market size, population, geographical distance, degree of openness, natural resources, and whether or not a valid bilateral investment treaty has been concluded would have positive effects on China's OFDI, while tax levels and APEC membership would impede China's OFDI to some extent. Originality/value - Since the Regional Comprehensive Economic Partnership (RCEPT) came into effect not long ago, there are not so many studies on the effects of investment facilitation levels of RCEP member states on China's OFDI, and the investment facilitation measurement index constructed in this paper is relatively systematic and scientific because it includes all the contents of investment facilitation related to the life cycle of company's foreign direct investments.

Decomposition of Socioeconomic Inequality in Cardiovascular Disease Prevalence in the Adult Population: A Cohort-based Cross-sectional Study in Northwest Iran

  • Pourfarzi, Farhad;Moghadam, Telma Zahirian;Zandian, Hamed
    • Journal of Preventive Medicine and Public Health
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    • 제55권3호
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    • pp.297-306
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    • 2022
  • Objectives: The incidence of cardiovascular disease (CVD) mortality is increasing in developing countries. This study aimed to decompose the socioeconomic inequality of CVD in Iran. Methods: This cross-sectional population-based study was conducted on 20 519 adults who enrolled in the Ardabil Non-Communicable Disease cohort study. Principal component analysis and multivariable logistic regression were used, respectively, to estimate socioeconomic status and to describe the relationships between CVD prevalence and the explanatory variables. The relative concentration index, concentration curve, and Blinder-Oaxaca decomposition model were used to measure and decompose the socioeconomic inequality. Results: The overall age-adjusted prevalence of CVD was 8.4% in northwest Iran. Multivariable logistic regression showed that older adults, overweight or obese adults, and people with hypertension and diabetes were more likely to have CVD. Moreover, people with low economic status were 38% more likely to have CVD than people with high economic status. The prevalence of CVD was mainly concentrated among the poor (concentration index, -0.077: 95% confidence interval, -0.103 to -0.060), and 78.66% of the gap between the poorest and richest groups was attributed to differences in the distribution of the explanatory variables included in the model. Conclusions: The most important factors affecting inequality in CVD were old age, chronic illness (hypertension and diabetes), marital status, and socioeconomic status. This study documented stark inequality in the prevalence of CVD, wherein the poor were more affected than the rich. Therefore, it is necessary to implement policies to monitor, screen, and control CVD in poor people living in northwest Iran.

홍천강의 서식처 유형별 어류상과 피라미 개체군의 특징 (The Characteristics of Fish Fauna by Habitat Type and Population of Zacco platypus in the Hongcheon River)

  • 이황구;장창렬;최준길
    • 한국환경생태학회지
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    • 제27권2호
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    • pp.230-240
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    • 2013
  • 2008년 8월부터 2009년 6월까지 홍천강의 8개 미소서식처 유형에 따른 어류상과 피라미 개체군의 특징을 조사하였다. 조사기간 동안 채집된 어류는 총 6과 21종 1,033개체가 확인되었다. 출현한 어종 중 한국고유종은 Acheilognathus signifer, Microphysogobio longidorsalis, Pseudopungtungia tenuicorpa, Squalidus gracilis majimae, Zacco koreanus, Iksookimia koreensis, Silurus microdorsalis, Liobagrus andersoni, Coreoperca herzi, Odontobuitis interrupta, O. platycephala 등 총 13종(61.9%)으로 확인되었으며, 우점종은 Z. koreanus, 아우점종은 Z. platypus로 조사되었다. 서식처 유형별 우점종은 샛강, 낙차형 웅덩이, 급여울에서 Z. platypus, 개방형 하도습지, 평여울, 사행형 웅덩이, 거석형 웅덩이에서 Z. koreanus, 댐형 웅덩이에서 Microphysogobio yaluensis, 폐쇄형 하도습지에서 Rhynchocypris oxycephalus가 우점하였다. Z. platypus의 전장-체중 상관도의 회귀계수 b값이 3.27의 값으로 나타났고, 주성분 분석 결과 홍천강은 크게 2개의 그룹으로 구분되었다. 홍천강의 서식처 유형별 유사도 분석 결과 개방형 하도습지와 사행형 웅덩이가 66.2%로 가장 유사한 것으로 나타났으며, 샛강과 폐쇄형 하도습지가 32.1%로 가장 대조적으로 분석되었다.

이화학적·관능적 품질 특성에 기반한 참외의 소비자 기호도 예측 (Prediction of Consumer Acceptance of Oriental Melon based on Physicochemical and Sensory Characteristics)

  • 이다움;배정미;임정호;최정희
    • 원예과학기술지
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    • 제35권4호
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    • pp.446-455
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    • 2017
  • 본 연구는 참외의 소비자 기반 품질 지표를 제공하기 위하여 이화학적 특성 및 관능 특성을 조사하였다. 참외는 착과 후 20일, 25일, 그리고 30일에 수확하였으며, 각 수확 시기에 따라 부피별로 소, 중, 대를 구분하여 총 9그룹의 특성을 분석하였다. 착과 후 25일 및 30일에 수확된 그룹은 20일에 수확된 그룹에 비하여 CIE $a^*$$b^*$값, 그리고 가용성 고형분 함량(SSC)이 높았으며, CIE $L^*$값과 경도는 낮았다. 또한 착과 후 25일 및 30일에 수확된 그룹은 전반적인 기호도가 높았다. 특성간 상관성 분석결과 이화학적 특성(CIE 값, SSC, 산도, 그리고 경도)과 전반적인 기호도는 1% 유의수준에서 상관성이 있었다. 관능 특성 평가결과 수확 시기가 늦을수록 당도와 황색도는 높고 경도는 낮았으며, 이러한 특성은 전반적인 기호도의 증가와 연관이 있었다. 주성분 분석결과 제 1주성분과 제 2주성분은 각각 62.16%와 17.91%의 설명력을 보여주었으며 전체 설명력은 80.07%였다. 제 1주성분 점수의 변화 경향을 활용하여 전반적인 기호도와 직선회귀식을 산출한 결과 $r^2$은 0.87이었다. 본 실험결과 이화학적 특성인 CIE 값과 SSC, pH, SSC/적정 산도(TA) 및 경도와 관능적 품질 특성인 과피의 황색도, 향, 풍미, 단맛, 조직감, 이미, 그리고 태좌부의 상태를 참외의 품질지표로 활용하여 소비자 기호도 예측이 가능하였다.

폐금속 광산에 식생하는 쑥의 카드뮴 흡수 해석을 위한 통계적 토양질 평가 (Soil quality assessment for cadmium uptake of Artemisia princeps at abandoned metalliferous mines using statistical analysis)

  • 조훈제;김대연;이현준;오현주;강성욱;김정규;정진호
    • 대한환경공학회지
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    • 제32권1호
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    • pp.47-52
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    • 2010
  • 국내 10개의 폐금속 광산을 대상으로 토양의 물리적, 화학적 및 생물학적 특성과 자생하고 있는 쑥(Artemisia princeps var. orientalis)의 카드뮴(Cd) 함량을 분석하였다. 식생이 없는 대조군 토양과 쑥 근권 토양의 Cd 함량은 산술평균으로 각각 5.92와 5.91 mg/kg으로 나타났으며, 분산분석 결과 두 토양간의 Cd 함량에는 유의한 차이가 없었다(p < 0.05). 그리고 쑥의 지상부와 지하부의 Cd 함량은 근권 토양의 Cd 함량과 유의한 상관관계를 보였다(p < 0.05, ${R^2}_{shoot}$ = 0.3120, ${R^2}_{root}$ = 0.4177). 쑥의 Cd 흡수 해석을 위하여 주성분 분석(PCA)을 실시한 결과, 최소 토양질 인자(MDS)로 유기물 함량 (OM), 탈수소효소 활성도(DHA), pH, 치환성 Mg가 선정되었다. MDS를 이용한 다중회귀분석 결과, 쑥의 지상부와 지하부의 Cd 함량의 회귀식에 대한 결정계수($R^2$)는 각각 0.3418과 0.5121로 나타났다. 이것은 MDS를 이용한 통계적인 토양질 평가가 식물의 중금속 흡수를 해석하는 유용한 기법이라는 것을 나타낸다.

복원에 따른 양재천 어류 군집의 특성 (The Characteristic of Fish Community Following the Restoration of Yangjae Stream)

  • 이황구;최준길
    • 한국환경생태학회지
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    • 제29권6호
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    • pp.873-883
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    • 2015
  • 2012년 8월부터 2013년 4월까지 양재천의 어류상과 복원 후 특성을 조사하였다. 조사기간 동안 채집된 어류는 총 5과 18종 1,503개체가 확인되었다. 하천복원 이후 양재천에 서식하는 담수어류 분포 조사결과 피라미(Zacco platypus)와 버들치(Rhynchocypris oxycephalus) 개체군이 높게 나타났다. 양재천에 서식하는 피라미 개체군의 전장 빈도 분포 결과 총 4단계의 연령대가 추정되었으며, 27~63mm (Age $0^+$)가 51.3%로 가장 높게 나타났다. 피라미의 전장-체중 상관도의 회귀계수 b값은 3.27, 비만도지수 slope는 양의 값으로 안정적인 생육상태를 유지하고 있었다. 내성도와 섭식도 길드 분석 결과 하류로 내려갈수록 민감종과 충식종은 개체수 풍부성이 감소하고, 내성종과 잡식종은 증가하였다. 군집지수와 IBI지수를 활용한 주성분 분석 결과 조사시기에 따라 구분되었으며, 1차와 2차조사시 특정 단일종 개체군의 영향이 높고, 3차조사시 다양한 어류의 개체수가 균등하게 서식하는 것으로 분석되었다.

폭력매체와 청소년 비행 (Media Violence and Delinquent Behavior)

  • 김수지;김현실
    • 대한간호학회지
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    • 제24권1호
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    • pp.85-95
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    • 1994
  • The effects of media violence on the delinquent behavior and violence of children and adolescent are controversial. However, a small but genuine association appears to exist between media violence and aggression or violence. At the present, for a considerable proportion of the population of children and adolescent, delinquent behavior and violence has become a major problem and a way of life. One factor contributing to this problem has been assumed to be the negative influence of mass media including television, drama, videotapes and fiction magazines and so on. Therefore, this paper is intended to discriminate the causal relationship of influence of mass media and juvenile delinquent behavior and violence and to provide nine hypotheses derived from reviewing the literature related to mass media and delinquent behavior. The nine hypotheses are as follows : 1. The presence of modeling mass media crime themes and the extent of interest in and exposure of children and adolescent to media violence themes will be positively correlated to their delinquent(aggressive) behavior. 2. A higher positive correlation will be revealed between interest in and exposure to media violence themes and aggressive behavior among adolescent having parental rejection than among adolescent not experiencing parental rejection. 3. A higher positive relationship will be found between interest in and exposure to mass media crime themes and delinquent behavior among youth having need deprivation than among youth not having need frustration. 4. A higher positive relationship will be presented between the presence of imitating mass media crime themes and interest in and exposure to media violence themes and delinquent or aggressive behavior among youth dysplaying their maladaptive character tendency than among those adolescent dysplaying adaptive character tendency. 5. A higher positively correlating relationship will be shown between interest in and exposure to mass media crime themes and delinquent behavior among youth with a higher scores of depressive trend than among those youth having few or no depression. 6. A higher positive relationship will be found between interest in and exposure to media violence themes and aggressive behavior among adolescent complaining of a high degree of psychosomatic complaints than among those youth having few or no psychosomatic complaints. 7. A higher positive correlation will be appeared between interest in and exposure to mass media crime themes and delinquent behavior among youth displaying aggressive impulsiveness than among those youth having few or no aggressive impulsiveness. 8. A higher positive relationship will be found between interest in and exposure to media violence themes and aggressive behavior among youth having antisocial character or neurotic character with weak ego functioning than among those adolescent not having antisocial character or neurotic character with weak ego functioning. 9. A higher positive correlation will be existed between interest in and exposure to mass media crime themes and delinquent behavior among adolescent displaying the lack of sociality than among those youth not having the lack of sociality. The above nine hypotheses will be tested by statistical methods including Chi-square test, simple correlation, principal component analysis, principal component regression analysis and LISREL path analysis.

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