• 제목/요약/키워드: principal component regression

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농촌지역 노인들의 주관적 행복감과 이에 관련하는 요인 (Subjective Well-Being and It's Related Factors in Korean Rural Elderly)

  • 이성국;카이 이치로
    • 농촌의학ㆍ지역보건
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    • 제20권2호
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    • pp.121-131
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    • 1995
  • This study aims 1) To explicate the multidimensional structure of a widely used measure of subjective well-being, the Philadelphia Geriatric Center(PGC) Morale Scale is used to measure health in elderly populations and 2) To examine the relationship between the socioeconomic status and related variables, health and physical disability and subjective well-being in elderly populations. The selection of subjects was determined through a survey of 672 rural dwelling elderly persons(269 males and 403 females) aged 60 years and over. The respondents were interviewed by 18 trained health workers using the questionnaire from July 4 to July 9 in 1994. The subjects were surveyed again during the period from August 1 to August 6 in 1994 to conform the questionnaire's reliability. Subjective well-being was evaluated using the Revised Questionnaire of the Philadelphia Geriatric Center(PGC) Moral Scale(17 items, Lawton, 1975). The results are as follows : 1) The item scores were intercorrelated and subjected to a principal component analysis. A rotated three-factor solution was done, accounting for 40.9% of the total variance. Thus, the PGC morale Scale can be derived from three stable factors : Factor 1 was explained "Lonely Dissatisfaction(7 items)", Factor 2 was explained "Agitation (5 items)", Factor 3 was explained "Attitude Towards Own Aging (5 items)". Further, these factors have a high degree of internal consistency, as determined by Cronbach's alpha : 0.7852. 2) The total mean score of PGC Morale Scale was 8.73. Sex, Age, Education, Current disease, Family type, Economic status, ADL, IADL were significantly difference in mean scores of PGC morale scale. 3) In the results of stepwise multiple regression analysis of subjective well-being. the most contributing factors were economic status, IADL, current disease, family type, sex and the R square was 0.23.

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여자고등학생의 사회적 일탈과 의복관심도에 따른 의복태도 및 의복일탈의 관계에 관한 연구 (A Study on the Clothing Attitude and Clothing Deviation related to Social Deviation and Clothing Interest of Female High School Students)

  • 김지영;김준호
    • 한국의상디자인학회지
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    • 제8권3호
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    • pp.119-128
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    • 2006
  • The augmentation in social deviation of adolescence is one of the issues that modern society should resolve. Deviation behavior of adolescents is often expressed as clothing behavior being against the social or school rules. Therefore, to understand the social deviation and clothing behavior of adolescents, the study investigated the relationship with the level of social deviation, clothing interest, the attitude toward clothing, and clothing deviation. Survey was utilized to collect the data and subjects were 411 female high school students. Principal component analysis and regression analysis were used to analyze the data. While the level of social deviation of female high school students had no statistically significant influence on the fashion-oriented attitude, clothing interest of them had an effect on the fashion-oriented attitude, suggesting that adolescents, having a high interest in clothing, thought the fashion-oriented attitude as an important clothing attribute. The level of social deviation of subjects had a statistically significant influence on the behavior of clothing deviation. The less the subjects took an interest in clothing and the lower the level of social deviation was, the more they thought the status-oriented clothing attitude as an important clothing attribute. Also, the result revealed a similar tendency in the modesty-oriented clothing attitude to that in the status-oriented clothing attitude.

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Environmental Damages in the Atlantic Forest Biome

  • Brodt, Michele Santa Catarina;Bergmann, Melissa;Broman, Eli Natali;Sanfelice, Gabriela;Ferreira, Juliana Duarte;Lunardi, Larissa;Huller, Alexandre;Carli, Lenice De
    • Journal of Forest and Environmental Science
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    • 제34권2호
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    • pp.101-107
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    • 2018
  • We identified the main impacts, drivers, and restoration projects for Atlantic Forest in Northwest of the Rio Grande do Sul State, Brazil. The objective was to analyze the quantity, distribution, and causes of the environmental crimes in 2000-2014. To verify differences between degraded and restored areas, we performed a t-test; ANOVA for the municipalities with more quantity of crimes, simple linear regression analysis for the relationship between sizes of degraded areas and quantity of seedlings planted, and Principal Component Analysis (PCA) for environmental damages categories and population of the municipalities. The main environmental damages found were deforestation outside permanent preservation area (20%) and those related to Permanent Preservation Area (37%). Environmental crimes in these areas fall into two categories: native and exotic vegetation removal (17%), and impediment to natural regeneration (20%). The average size of the degraded areas was $5,359{\pm}526m^2$, while for restored areas was $3,337{\pm}255m^2$. The sizes of the degraded fragments were similar among the five municipalities with the higher number of environmental crimes (ANOVA: p>0.05, F=1.24; df=241). The number of seedlings planted was positively related to the sizes of the degraded fragments (p<0.001, $R^2=0.53$). Segregation between the less and the most populous municipalities was found with the PCA analysis along PC1 (51.7%), while PC2 represented 19.2% of the total variation. The most populous municipalities showed the highest number of environmental crimes, and the majority of degraded areas were recovered by planting native seedlings. Atlantic Forest fragments need to be recognized and preserved as an ecosystem with a unique ecological function by the population and public administration.

평면교차점(平面交叉點)의 교통사고특성분석(交通事故特性分析)과 그 대책(對策) (Study on Characteristics Analysis and Countermessures of Traffic Accident in at-Grade Intersection)

  • 김대웅
    • 대한토목학회논문집
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    • 제4권2호
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    • pp.1-11
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    • 1984
  • 본연구(本硏究)는 평면교차점(平面交叉點)을 대상(對象)으로 하여 교통사고(交通事故)와 그 요인간(要因間)의 상호관련성(相互關聯性)을 통계적(統計的)으로 분석(分析)하고 사고예측(事故豫測)모델의 작성(作成)과 예측(豫測)모델을 이용(利用)한 교차점(交叉點)의 위험도(危險度) 평가방법(評價方法)에 대(對)한 연구(硏究)이다. 사고예측(事故豫測)모델은 주성분분석(主成分分析)에 의(依)하여 선택(選擇)된 설명지표(說明指標)를 사용(使用)하고 최량(最良)모델식(式)을 얻기 위하여 단계적(段階的) 회귀분석(回歸分析)에 의(依)하였으며 작성(作成)된 모델은 통계적(統計的)으로 유의(有意)하였다. 그리고 교차점(交叉點) 안전대책(安全對策)의 수립(樹立)은 위험교차점(危險交叉點) 추출(抽出)이 전제(前提)가 되므로 사고예측(事故豫測)모델을 이용(利用)한 위험교차점(危險交叉點)의 추출방법(抽出方法)을 제안(提案)하였다. 추출(抽出)된 위험교차점(危險交叉點)이 실제(實際)의 사고다발교차점(事故多發交叉點)과 잘 일치(一致)되었다.

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호텔 한식당의 서비스품질이 고객만족도, 재방문의도, 구전커뮤니케이션에 미치는 영향 (A Study on the Effects of Service Quality on Customer Satisfaction, Revisiting Intention, and Word-of-Mouth Communication Regarding Korean Hotel Restaurants)

  • 민계홍
    • 한국식품조리과학회지
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    • 제24권6호
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    • pp.780-787
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    • 2008
  • The principal objective of this study was to determine the effects of service quality in a Korean restaurant in a Five Star Hotel in Metropolitan city causes on customers satisfaction, revisiting intentions and word of mouth communication. As a component of the study, 344 customers who had visited restaurants at 4 hotels were selected for our Q&A research, Our investigation was conducted largely frequency analysis, reliability analysis, factor analysis, and multiple regression analysis. First, as one of our study results, factors causing effects in service quality can be categorized into human service factors, physical service factors, and menu service factors. Second, the service quality of Korean restaurants has been found to exert effects on customer satisfaction, revisiting intentions, and word-of-mouth communication. Third, customer satisfaction has been determined to exert significant effects on revisiting intentions and word of mouth communication. Fourth, customer revisiting intentions has been found have been shown to exert significant effects on word-of-mouth communication. As one of the limits of this study, some difficulties did occur when attempting to implement Q&A research on customers who enjoyed restaurant services, as there was not sufficient space to interview them. As another limit, this study was conducted only with test subjects who had visited Korean restaurants in Five Star Hotels the results of our study cannot, then, be considered represent active of all Korean restaurants. Consistent with this future studies will need to be conducted not only with Korean restaurants, but also with Japanese, Chinese, and Western restaurants.

2016 KBO 최고 타자의 타격능력선수는? - 대체선수대비승수 (WAR)을 중심으로 (Top batter select through the BAI in 2016 KBO -Focusing on the sabermetrics statistics WAR)

  • 김현규;이제영;조규태
    • Journal of the Korean Data and Information Science Society
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    • 제28권6호
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    • pp.1501-1509
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    • 2017
  • 야구선수들의 능력을 측정하는 많은 세이버메트릭스 통계량들 중에서 대체선수대비승수 (WAR)은 가장 많이 사용되는 통계량이다. WAR의 장점은 투수와 타자처럼 서로 다른 포지션임에도 불구하고 선수들의 WAR을 비교할 수 있다는 점이다. 하지만 WAR은 복잡한 형태로 일반적으로 제공되는 기록만으로 구하기 어렵다. 따라서 지난 연구 (Lee와 Kim, 2016)에서는 2013-2015년 KBG 기록을 바탕으로 WAR에 가장 근접한 타자의 타격능력지수를 제안하였다. 본 논문에서는 제안된 모형을 바탕으로 2016년 KBO 데이터를 적용하여 2016년 최고타자를 선출하고, BAI에 따른 타자들의 전체 순위를 살펴보았다. 그리고 죄근 선수를 평가함에 있어 가장 각광받고 있는 WAR과 BAI의 비교를 통해 BAI가 매우 뛰어남을 확인하였다.

Prediction of Heavy Metal Content in Compost Using Near-infrared Reflectance Spectroscopy

  • Ko, H.J.;Choi, H.L.;Park, H.S.;Lee, H.W.
    • Asian-Australasian Journal of Animal Sciences
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    • 제17권12호
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    • pp.1736-1740
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    • 2004
  • Since the application of relatively high levels of heavy metals in the compost poses a potential hazard to plants and animals, the content of heavy metals in the compost with animal manure is important to know if it is as a fertilizer. Measurement of heavy metals content in the compost by chemical methods usually requires numerous reagents, skilled labor and expensive analytical equipment. The objective of this study, therefore, was to explore the application of near-infrared reflectance spectroscopy (NIRS), a nondestructive, cost-effective and rapid method, for the prediction of heavy metals contents in compost. One hundred and seventy two diverse compost samples were collected from forty-seven compost facilities located along the Han river in Korea, and were analyzed for Cr, As, Cd, Cu, Zn and Pb levels using inductively coupled plasma spectrometry. The samples were scanned using a Foss NIRSystem Model 6500 scanning monochromator from 400 to 2,500 nm at 2 nm intervals. The modified partial least squares (MPLS), the partial least squares (PLS) and the principal component regression (PCR) analysis were applied to develop the most reliable calibration model, between the NIR spectral data and the sample sets for calibration. The best fit calibration model for measurement of heavy metals content in compost, MPLS, was used to validate calibration equations with a similar sample set (n=30). Coefficient of simple correlation (r) and standard error of prediction (SEP) were Cr (0.82, 3.13 ppm), As (0.71, 3.74 ppm), Cd (0.76, 0.26 ppm), Cu (0.88, 26.47 ppm), Zn (0.84, 52.84 ppm) and Pb (0.60, 2.85 ppm), respectively. This study showed that NIRS is a feasible analytical method for prediction of heavy metals contents in compost.

노인의 자원봉사활동 만족도가 자아통합감에 미치는 영향 (자기효능감의 조절효과) (The Effect of Elderly Volunteerism Satisfaction on the Ego-Integrity (Moderating effects of Self-Efficacy))

  • 이안나;조성숙
    • 한국콘텐츠학회논문지
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    • 제13권11호
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    • pp.754-767
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    • 2013
  • 본 연구는 노인의 자원봉사활동 만족도(개인적 성취, 사회적활동, 사회적 책임)가 자아통합감(삶에 대한 태도, 현재 생활 만족, 과거의 수용, 노령의 수용)에 미치는 영향을 파악하고자 하였다. 연구대상은 경기도 지역에 거주하는 60대 이상 노인 320명을 대상으로 하였다. 자료분석은 SPSS 18.0 프로그램을 이용하여 빈도분석, 주성분 요인 분석, 신뢰도 분석 및 T-test, ANOVA, 회귀분석 등을 하였다. 연구결과는 첫째, 자원봉사 활동 만족도가 자아통합감에 미치는 영향에서 개인적 성취가 자아통합감에 정(+)적 영향을 주었다. 둘째, 자원봉사활동 만족도와 자아통합감 간 자기효능감의 조절효과는 삶에 대한 태도와 현재 생활 만족에 유의한 결과를 보였으나 자원봉사활동 만족도와 과거의 수용 및 노령의 수용 간의 영향관계에서 자기효능감의 조절효과가 없는 것으로 나타났다. 셋째, 인구사회학적 특성에 따른 자원봉사활동 만족도, 자기효능감 및 자아통합감은 통계적으로 유의한 차이가 나타났다.

교량 모니터링 빅데이터를 이용한 광안대교의 교통량 의존 변위 추정 모델 (Traffic Volume Dependent Displacement Estimation Model for Gwangan Bridge Using Monitoring Big Data)

  • 박지현;신성우;김수용
    • 대한토목학회논문집
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    • 제38권2호
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    • pp.183-191
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    • 2018
  • 본 연구에서는 차종별 교통량 데이터와 연직 변위 데이터의 상관관계를 바탕으로 광안대교의 차종별 교통량 데이터를 이용한 연직 변위 추정 모델을 개발하였다. 추정 모델의 개발 과정에서 구조화 회귀 분석에 기반한 모델링 방법과 주성분 분석법에 기반한 모델링 방법이 적용되었으며, 각각의 방법으로 개발된 모델의 변위 추정 성능을 비교 분석하였다. 개발된 모델을 이용하여 추정된 변위는 실측 변위와 유사한 것으로 분석되었으며, 이로부터 차종별 교통량 데이터를 광안대교의 교통량 의존 변위 추정에 적용 가능한 것을 알 수 있었다. 또한, 구조화 회귀 분석에 기반한 모델과 주성분 분석에 기반한 모델의 변위 추정 성능은 상호간에 큰 차이가 없다는 것을 알 수 있었다. 결론적으로 본 연구에서 개발한 차종별 교통량 데이터를 이용한 연직 변위 추정 모델은, 광안대교의 교통하중에 따른 거동 분석 등에 유효하게 활용될 수 있을 것으로 사료된다.

Identification of dietary patterns in urban population of Argentina: study on diet-obesity relation in population-based prevalence study

  • Pou, Sonia Alejandra;del Pilar Diaz, Maria;De La Quintana, Ana Gabriela;Forte, Carla Antonella;Aballay, Laura Rosana
    • Nutrition Research and Practice
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    • 제10권6호
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    • pp.616-622
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    • 2016
  • BACKGROUND/OBJECTIVES: In Argentina, obesity prevalence rose from 14.6% in 2005 to 20.8% in 2013. Although the number of studies on noncommunicable diseases and dietary patterns as a unique dietary exposure measure has increased, information on this topic remains scarce in developing countries. This is the first population-based study investigating the association between diet and obesity using a dietary pattern approach in Argentina. We aimed (a) to identify current dietary patterns of the population of $C{\acute{o}}rdoba$ city, (b) to investigate its association with obesity prevalence, and (c) to identify and describe dietary patterns from the subgroup of people with obesity. SUBJECTS/METHODS: The $C{\acute{o}}rdoba$ Obesity and Diet Study (CODIES) was conducted in $C{\acute{o}}rdoba$ city by using a random sample of n = 4,327 subjects between 2005 and 2012. Empirically derived dietary patterns were identified through principal component factor analysis. A multiple logistic regression analysis was used to investigate the association of dietary patterns with obesity. RESULTS: Four dietary patterns were identified, called "Starchy-Sugar", "Prudent", "Western", and "Sugary drinks". High scores for the "Western" pattern (with strongest factor loading on meats/eggs, processed meats, and alcohol) showed a positive association with obesity (OR: 1.33, 95% CI: 1.06-1.67, for third versus first tertile of factor score). "Meats/Cheeses" and "Snacks/Alcohol" patterns emerged in people with obesity. CONCLUSIONS: The findings suggest that high adherence to the "Western" pattern promoted obesity in this urban population. In addition, people with obesity showed characteristic dietary patterns that differ from those identified in the overall population.