• 제목/요약/키워드: Partial least squares

검색결과 607건 처리시간 0.029초

긍정 정서와 부정 정서가 삶의 만족에 미치는 영향: 업무 효능감과 업무 의미감의 역할을 중심으로 (Effects of Positive Affect and Negative Affect on the Life Satisfaction: The Role of Work Self-Efficacy and Work Meaningfulness)

  • 이종만;오상조
    • 한국컴퓨터정보학회논문지
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    • 제20권2호
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    • pp.187-195
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    • 2015
  • 본 논문에서는 직장에서 긍정 정서와 부정 정서가 삶의 만족에 미치는 영향을 조사하였다. 또한, 본 연구는 직장인의 주관적 안녕감에서 업무 효능감과 업무 의미감의 역할 실증에도 초점을 두었다. 이 목적을 달성하기 위하여 본 연구자는 업무 효능감, 업무 의미감, 긍정 정서, 부정 정서, 삶의 만족으로 구성된 하나의 연구모형을 제안하였다. 자료는 설문방법을 이용하여 수집하였고 구조방정식모형을 사용하여 분석하였다. PLS 분석 결과 첫째, 부정 정서가 낮을수록 삶의 만족은 높은 것으로 나타났다. 둘째, 업무 의미감은 직장인의 주관적 안녕감을 예측하는 매우 중요한 요인으로 밝혀졌다.

Evaluation of Millet (Panicum miliaceum subsp. miliaceum) Germplasm For Seed Fatty Acids Using Near-Infrared Reflectance Spectroscopy

  • Lee, Young-Yi;Kim, Jung-Bong;Lee, Ho-Sun;Jeon, Young-A;Lee, Sok-Young;Kim, Chung-Kon
    • 한국작물학회지
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    • 제57권1호
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    • pp.29-34
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    • 2012
  • The objective of this study was to rapidly evaluate fatty acids in a collection of millet (Panicum miliaceum subsp. miliaceum) of different origins so that this information could be disseminated to breeders to advance germplasm use and breeding. To develop the calibration equations for rapid and nondestructive evaluation of fatty acid content, near-infrared reflectance spectroscopy (NIRs) spectra (1104-2494 nm) of samples ground into flour ($n$=100) were obtained using a dispersive spectrometer. A modified partial least-squares model was developed to predict each component. For foxtail millet germplasm, our models returned coefficients of determination ($R^2$) of 0.89, 0.89, 0.89, and 0.92 for palmitic acid, oleic acid, linoleic acid, and total fatty acids, respectively. The prediction of the external validation set (n=10) showed significant correlation between references values and NIRs values ($r^2$=0.64, 0.90, 0.79, and 0.89 for palmitic acid, oleic acid, linoleic acid, and total fatty acids, respectively). Standard deviation/standard errors of cross-validation (SD/SECV) values were close to 3 (2.62, 2.40, 1.85, and 2.23 for palmitic acid, oleic acid, linoleic acid, and total fatty acids, respectively). These results indicate that these NIRs equations are functional for the mass screening and rapid quantification of the oleic and total fatty acids characterizing millet germplasm. Among the samples, IT153514 showed an especially high content of fatty acids ($48.14mg\;g^{-1}$), whereas IT123909 had a very low content ($34.44mg\;g^{-1}$).

근적외선 분광법을 이용한 비침투적 혈당 분석법 개발에 관한 기초 연구 (Fundamental Investigation of Non-invasive Determination of Glucose by Near Infrared Spectrophotometry)

  • 김효진;우영아;장수현;조창희
    • 분석과학
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    • 제11권1호
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    • pp.47-53
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    • 1998
  • 본 연구는 당뇨병 진단방법의 개선을 위하여 채혈을 직접적으로 하지 않고 혈당을 측정할 수 있도록 하기 위하여 근적외선 분광법을 적용하였다. 본 연구를 위하여 근적외선 분광법을 이용하여 1 mg/dL에서 200 mg/dL 사이의 표준 시료 80개 글루코오스 흡수 스팩트럼을 측정하고 이를 정량하여 표준 농도와의 상관관계를 비교하였을 때 1.8 mg/dL 오차범위에서 매우 우수하였다. 그리고 실제 혈액중에 존재할 수 있는 전해질 및 피부에 의한 산란의 영향을 연구하였을 때 모두 2.8 mg/dL 및 3.8 mg/dL의 표준오차를 나타내었다. 특히 실제 피부에 적용하기 위하여 검량곡선에 비직선성을 유발하는 빛의 산란 현상에 관한 모델링을 통하여 정확도를 향상시키는 통계적인 방법을 제시하였다.

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혁신확산이론에 따른 스마트폰 지속사용의도에 관한 연구: 아이폰 사용자와 안드로이드 사용자의 충성도 비교를 고려하여 (A study on the continuous intention to use for Smartphone based on the innovation diffusion theory: Considered on the loyalty between users of iOS and Android platform)

  • 남수태;김도관;진찬용
    • 한국정보통신학회논문지
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    • 제17권5호
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    • pp.1219-1226
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    • 2013
  • 본 연구에서는 혁신확산이론을 기반으로 스마트폰 지속적 사용의도에 미치는 영향을 분석하고자 하였다. 또한 인구통계학적 특성을 이용하여 아이폰 사용자와 안드로이드 플랫폼 사용자 그룹의 충성도 차이가 있는지를 비교하였다. 예측변수로는 혁신확산이론에서 제시된 혁신성과 편리성, 경제적 비용, 사회적 영향, 커뮤니케이션 채널, 적합성 그리고 복잡성을 선택하였다. 연구대상은 부산 경남지역에 거주하는 스마트폰 사용자 278명이며 설문지를 통해 자료를 수집하였다. 인구통계학적인 분석은 IBM SPSS Statistics 19로 하였고 Smart PLS를 사용하여 확인적 요인분석과 변수들 간의 인과관계에 대한 경로분석을 실시하였다. 분석결과 복잡성을 제외한 스마트폰 지속사용의도와 충성도에 이르는 모든 경로가 유의미한 영향을 미치는 것으로 나타났다. 결과를 바탕으로 연구의 한계와 시사점을 제시하고자 한다.

기술수용모델 기반 스마트폰 지속사용의도에 미치는 영향 (Factors Influencing Intention of Continuous Use of Smartphone Users based on the TAM (Technology Acceptance Model))

  • 남수태;김도관;진찬용
    • 한국정보통신학회:학술대회논문집
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    • 한국정보통신학회 2017년도 추계학술대회
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    • pp.142-145
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    • 2017
  • 우리나라 스마트폰 이용자는 경제활동 인구의 99% 이상 대부분이 사용하고 있으며 초기 형성단계를 지나 포화상태에 도달한 것으로 전문가들은 내다보고 있다. 본 연구는 지배적 디자인 속성이 스마트폰 사용자의 지속사용의도에 미치는 영향을 알아보고자 하였다. 예측변수로는 확장 기술수용모델에서 제시된 인지된 유용성, 인지된 사용 용이성을 선택하였고 지배적 디자인 속성을 매개변수로 선택하여 개념모델을 완성하였다. 연구대상은 부산경남과 익산전북지역에 거주하는 스마트폰 사용자 150명이며 설문을 통해 기초 데이터를 수집하였다. 인구통계학적인 분석은 IBM SPSS Statistics 19로 하였고 Smart PLS를 사용하여 확인적 요인분석과 변수 간의 인과관계에 대한 경로 분석을 실시하였다. 분석결과 모든 경로가 유의미한 영향을 미치는 것으로 나타났다. 결과를 바탕으로 연구의 한계와 시사점을 제시하고자 한다.

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The Influence of Organizational External Factors on Construction Risk Management among Nigerian Construction Companies

  • Adeleke, A.Q.;Bahaudin, A.Y.;Kamaruddeen, A.M.;Bamgbade, J.A.;Salimon, Maruf Gbadebo;Khan, Muhammad Waris Ali;Sorooshian, Shahryar
    • Safety and Health at Work
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    • 제9권1호
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    • pp.115-124
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    • 2018
  • Background: Substantial empirical research has shown conflicting results regarding the influence of organizational external factors on construction risk management, suggesting the necessity to introduce a moderator into the study. The present research confirmed whether rules and regulations matter on the relationships between organizational external factors and construction risk management. Methods: Based on discouragement and organizational control theory, this research examined the effects of organizational external factors and rules and regulations on construction risk management among 238 employees operating in construction companies in Abuja and Lagos, Nigeria. A personally administered questionnaire was used to acquire the data. The data were analyzed using partial least squares structural equation modeling. Results: A significant positive relationship between organizational external factors and construction risk management was asserted. This study also found a significant positive relationship between rules and regulations and construction risk management. As anticipated, rules and regulations were found to moderate the relationship between organizational external factors and construction risk management, with a significant positive result. Similarly, a significant interaction effect was also found between rules and regulations and organizational external factors. Implications of the research from a Nigerian point of view have also been discussed. Conclusion: Political, economy, and technology factors helped the construction companies to reduce the chance of risk occurrence during the construction activities. Rules and regulations also helped to lessen the rate of accidents involving construction workers as well as the duration of the projects. Similarly, the influence of the organizational external factors with rules and regulations on construction risk management has proven that most of the construction companies that implement the aforementioned factors have the chance to deliver their projects within the stipulated time, cost, and qualities, which can be used as a yardstick to measure a good project.

Profiling Patterns of Volatile Organic Compounds in Intact, Senescent, and Litter Red Pine (Pinus densiflora Sieb. et Zucc.) Needles in Winter

  • CHOI, Won-Sil;YANG, Seung-Ok;LEE, Ji-Hyun;CHOI, Eun-Ji;KIM, Yun-Hee;YANG, Jiyoon;PARK, Mi-Jin
    • Journal of the Korean Wood Science and Technology
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    • 제48권5호
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    • pp.591-607
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    • 2020
  • This study was aimed to investigate the changes of chemical composition of the volatile organic compounds (VOCs) emitted from red pine needles in the process of needle abscission or senescence. The VOCs in intact, senescent, and litter red pine needle samples were analyzed by headspace-solid phase microextraction gas chromatography-mass spectrometry (HS-SPME-GC/MS). And then, multivariate statistical interpretation of the processed data sets was conducted to investigate similarities and dissimilarities of the needle samples. Principal component analysis (PCA) and orthogonal partial least squares discriminant analysis (OPLS-DA) were used to investigate the dataset structure and discrimination between samples, respectively. From the data preview, the levels of major components of VOCs from needles were not significantly different between needle samples. By PCA investigation, the data reduction according to classification based on the chlorophyll a / chlorophyll b (Ca/Cb) ratio were found to be ideal for differentiating intact, senescent, and litter needles. The following OPLS-DA taking Ca/Cb ratio as y-variables showed that needle samples were well grouped on score plot and had the significant discriminant compounds, respectively. Several compounds had significantly correlated with Ca/Cb ratio in a bivariate correlation analysis. Notably, the litter needles had a higher content of oxidized compounds than the intact needles. In summary, we found that chemical compositions of VOCs between intact, senescent, and litter needles are different each other and several compounds reflect characteristic of needle.

Variation of γ-Oryzanol by Incorporation of Green Manure Crops in Korean Rice Cultivars

  • Kim, Heon-Woong;Lee, Sung-Hyeon;Lee, Young-Min;Jang, Hwan-Hee;Hwang, Kyung-A;Cho, Hyun-Suk;Lee, Jeong-Tae;Jeon, Weon-Tai;Kim, Jung-Bong
    • 한국토양비료학회지
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    • 제47권4호
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    • pp.275-283
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    • 2014
  • The ${\gamma}$-oryzanol, ferulic acid esters, which are well-known for their function on cholesterol lowering and prevention of inflammation, diabetes and cancer, are found in the seeds of cereal crops such as rice, corn, wheat and rye. Among them, rice has been reported to contain the highest ferulic acid esters. Since rice cultivation with green manure as a N source is an environmental friendly agricultural practice, it is necessary to identify and quantify as well as evaluate the variations in these compounds in rice samples as affected by different green manure conditions. A total of ten components of ${\gamma}$-oryzanol were isolated and cycloartenyl ferulate, 24-methylenecycloartanyl ferulate, campesteryl ferulate and sitosteryl ferulate were identified as the major components in Korean rice cultivars, 'Unkwang' and 'Hopum'. Comparing the ${\gamma}$-oryzanol contents of these varieties, 'Unkwang' showed clearly similar pattern with conventional type. With the PLS-DA (partial least squares of discriminant analysis) using SIMCA 11.0 ver., the specific pattern and cluster of ${\gamma}$-oryzanol scores with green manure conditions were confirmed, and thus distinguishing green manure effects were possible.

알코올 함량에 따른 구기자 막걸리의 소비자 기호도 및 묘사 특성 (Effect of Alcohol Content on the Consumer Acceptance and Sensory Characteristics of Makgeolli with Chinese Matrimony Vine)

  • 곽한섭;김인용;윤무원;이윤범;김미정;이영승;김미숙;정윤화
    • 한국식품영양학회지
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    • 제30권4호
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    • pp.719-727
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    • 2017
  • The objective of this study was to investigate the effect of alcohol content in Makgeolli made with Chinese matrimony vine (M-CMV) on the sensory profile and consumer acceptability. The M-CMVs were prepared with 6, 7, 8, and 9% alcohol content. Descriptive analysis of M-CMV was performed with six trained panelists. Thirteen attributes were generated and their intensities were alcohol content dependent. The consumer acceptance test was conducted with 57 consumers. M-CMV samples with 7% alcohol had the highest acceptance rate (5.8) followed by 6% M-CMV (5.6). Commercial rice Makgeolli (CRM) had the lowest consumer acceptance. Consumers were divided into two groups by clustering analysis. The majority of consumers (n=38) preferred M-CMV and did not like the commercial sample. Only 19 consumers indicated high acceptance ratings for CRM. However, these consumers also preferred 6 and 7% M-CMV. Partial least-squares regression analysis revealed moderate attribute intensities were related to greater consumer acceptability. The optimal alcohol content for the greatest consumer acceptance predicted by linear regression was 6.7%.

중국소비자의 지속가능 패션 소비 결정요인 연구 - 계획된 행동이론을 중심으로 - (Determinants of Sustainable Fashion Consumption in China - Based on the Theory of Planned Behavior -)

  • 후신위;정소원;김은혜;이진화
    • 한국의류산업학회지
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    • 제23권4호
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    • pp.458-468
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    • 2021
  • In the context of Sustainable development, China, the world's second-largest apparel market, is also concerned about the environmental impact of fiber waste. Currently, there is a great interest in sustainable fashion in both supply and demand in China. Based on the theory of planned behavior(TPB), the determinants of sustainable fashion consumption(SFC) of Chinese consumers were evaluated in this study: man-nature orientation(MNO) and environmental knowledge(EK) as motivation and perceived online-store accessibility(POA) and perceived money availability(PMA) as barriers. Wenjuanxing, a Chinese professional survey collection agency, conducted an online survey of millennials in Shanghai, China. The final sample size for the survey was 215. Partial least squares structural equation modeling was employed to test the proposed hypotheses. The results indicated that attitudes, subjective norms, and perceived behavioral control significantly affected the purchase intention towards sustainable fashion products. MNO and EK influenced the attitude, whereas EK, POA, and PMA influenced perceived behavioral control. This study contributes to the TPB literature through the examination of four antecedents: MNO, EK, POA, and PMA. The findings provide valuable insights for retailers and markets based on the identification of the motivations and barriers that enhance the purchasing intention of Chinese millennials toward SFC.