• 제목/요약/키워드: Factor extraction

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구성타당도 평가에 있어서 요인분석의 활용 (A Guide on the Use of Factor Analysis in the Assessment of Construct Validity)

  • 강현철
    • 대한간호학회지
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    • 제43권5호
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    • pp.587-594
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    • 2013
  • Purpose: The purpose of this study is to provide researchers with a simplified approach to undertaking exploratory factor analysis for the assessment of construct validity. Methods: All articles published in 2010, 2011, and 2012 in Journal of Korean Academy of Nursing were reviewed and other relevant books and articles were chosen for the review. Results: In this paper, the following were discussed: preliminary analysis process of exploratory factor analysis to examine the sample size, distribution of measured variables, correlation coefficient, and results of KMO measure and Bartlett's test of sphericity. In addition, other areas to be considered in using factor analysis are discussed, including determination of the number of factors, the choice of rotation method or extraction method of the factor structure, and the interpretation of the factor loadings and explained variance. Conclusion: Content validity is the degree to which elements of an assessment instrument are relevant to and representative of the targeted construct for a particular assessment purpose. This measurement is difficult and challenging and takes a lot of time. Factor analysis is considered one of the strongest approaches to establishing construct validity and is the most commonly used method for establishing construct validity measured by an instrument.

A Study on Factor Analytical Methods and Procedures for PLS-SEM (Partial Least Squares Structural Equation Modeling)

  • YIM, Myung-Seong
    • 산경연구논집
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    • 제10권5호
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    • pp.7-20
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    • 2019
  • Purpose - This study provides appropriate procedures for EFA to help researchers conduct empirical studies by using PLS-SEM. Research design, data, and methodology - This study addresses the absolute and relative sample size criteria, sampling adequacy, factor extraction models, factor rotation methods, the criterion for the number of factors to retain, interpretation of results, and reporting information. Results - The factor analysis procedure for PLS-SEM consists of the following five stages. First, it is important to look at whether both the Bartlett test of sphericity and the KMO MSA meet the qualitative criteria. Second, PAF is a better choice of methodology. Third, an oblique technique is a suitable method for PLS-SEM. Fourth, a combined approach is strongly recommended to factor retention. PA should be used at the onset. Next, it is recommended using the K1 criterion. In addition, it is necessary to extract factors that increase the total variance explanatory power through the PVA-FS. Finally, it is appropriate to select an item with a factor loading into 0.5 or higher and a communality of 0.5. Conclusions - It is expected that the accurate factor analysis processed for PLS-SEM as previously presented will help us extract more precise factors of the structural model.

역미셀을 이용한 Alkaline Protease의 추출분리 (Extractive Separation of an Alkaline Protease Using Reversed Micelles)

  • 윤현희
    • KSBB Journal
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    • 제5권4호
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    • pp.411-414
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    • 1990
  • The extraction behavior of an alkaline protease using reversed micelles was investgated. The reversed micellar solution consisted of AOT in isooctane. It was found that distribution of arkaline protease into the organic phase increased at lower pH, lower ionic strength, and higher AOT concentration. When the real fermentation broth was extracted of alkaline protease, an activity yield of 20% and a purification factor of 2.0 were obtained.

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융합을 활용한 신체적 유능감이 체육수업 만족도에 미치는 영향 (The Effect of Physical Competence Using Convergence on Satisfaction with Physical Education Class)

  • 김동환;신이수;김승용
    • 한국융합학회논문지
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    • 제8권4호
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    • pp.255-264
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    • 2017
  • 본 연구의 목적은 신체적 유능감과 체육수업 만족도의 관계를 규명하는데 있다. 이를 위해 중 고교학생을 대상으로 편의추출방법을 사용하여 556부의 설문지를 최종 분석에 사용하였다. 분석을 위해 통계프로그램은 PASW ver. 18.0 프로그램을 이용하여 각 요인에 대한 기술통계를 제시하였으며, 요인추출 및 문항의 내적 일관성 확인을 위해 탐색적 요인분석과 신뢰도분석을 실시하였다. 또한, 신체적 유능감과 수업만족도와의 관계에 대한 규명을 위해 다중회귀분석을 실시하였으며, 그 결과는 다음과 같다. 첫째, 신체적 유능감과 교수행동의 관계에 있어 피드백 요인이 영향을 주는 것으로 나타났다. 둘째, 신체적 유능감과 체육성적의 관계에 있어 승리, 동료비교 요인 등이 영향을 주는 것으로 나타났다. 셋째, 신체적 유능감과 체육환경의 관계에 있어 피드백, 대리경험 요인 등이 영향을 주는 것으로 나타났다. 넷째, 신체적 유능감과 운동능력의 관계에 있어 피드백 요인이 영향을 주는 것으로 나타났다.

Changes in periodontium after extraction of a periodontally-involved tooth in rats

  • Kim, Dong-Ju;Cha, Jae-Kook;Yang, Cheryl;Cho, Ahran;Lee, Jung-Seok;Jung, Ui-Won;Kim, Chang-Sung;Lee, Seung-Jong;Choi, Seong-Ho
    • Journal of Periodontal and Implant Science
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    • 제42권5호
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    • pp.158-165
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    • 2012
  • Purpose: Recent interest has focused on intentional replantation to restore an original tooth. Some studies have shown successful results with intentional replantation for periodontally involved teeth. For long-term success of replantation, a healthy periodontal status of the recipient site is required so that delayed replantation is more suitable for periodontally involved teeth. To reveal the ideal timing for delayed replantation of periodontally involved teeth, the healing process of extraction sockets after extraction of periodontitis-induced teeth in rats was evaluated. Methods: Twenty-eight rats were randomly divided into two groups: a control group (n=8) and test group (n=20). In the test group, periodontitis was induced by a ligature around the cervix of the mandibular first molar of all of the rats. Two weeks later, the mandibular first molars were extracted in all of the animals. The animals were sacrificed on days 0, 3, 7, and 10 after extraction and histological and immunohistochemical analysis was performed. Results: In histological analysis of the test group, inflammatory cell infiltrate was found abundantly in the remaining periodontium 3 days after tooth extraction and decreased gradually at later time points. In immunohistochemical analysis of the test group, both interleukin-6 (IL-6) and, tumor necrosis factor-${\alpha}$ (TNF-${\alpha}$) were numerous in the furcation area at each postextraction day. IL-6 was stained more heavily between 3 and 7 days after extraction; at day 10 after extraction, little staining was observed. TNF-${\alpha}$ staining was more intense at 3 days after extraction and gradually weakened at later points in time. Conclusions: Within the limits of this study, it takes at least 10 days to resolve periodontal inflammation in rat extraction sockets.

반응표면분석법을 이용한 오가피의 열수 추출조건 최적화 (Optimizing the Hot-water Extraction Conditions for Acanthopanacis cortex Using Response Surface Methodology)

  • 김인호;김성호;권중호
    • 한국식품영양과학회지
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    • 제37권4호
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    • pp.512-520
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    • 2008
  • 오가피(Acanthopanacis cortex)의 유효성분 및 항산화적 특성을 조사하기 위하여 반응표면분석법에 의하여 열수추출 특성을 모니터링 하여 최적추출조건을 설정하였다. 총 추출수율의 최적조건은 추출온도 $84.28^{\circ}C$, 추출시간 3.59 hr 및 시료에 대한 용매비 18.37 mL/g이었고, 유효성분 eleutheroside E에 대한 최적조건은 $81.16^{\circ}C$, 3.56 hr, 19.06 mL/g, 총 페놀성 화합물에 대한 최적조건은 $88.45^{\circ}C$, 4.33 hr, 21.12 mL/g 등으로 각각 나타났다. 각 변수에 대한 회귀식을 도출하여 공정 인자별 오가피의 총 추출수율, 유효성분 eleutheroside E와 chlorogenic acid 함량 및 항산화적 특성에 대한 최적추출조건을 superimposing한 결과, 추출온도 $81{\sim}88^{\circ}C$, 추출시간 $3.5{\sim}4.3hr$ 및 시료에 대한 용매비 $18{\sim}21mL/g$의 범위로 각각 예측되었다. 오가피의 유효성분과 항산화적 특성에 대한 열수추출조건의 예측값은 실제값과 유사하였다.

체형의 변이 경향에 대한 연구 -우리나라 19~54세 남성을 대상으로- (A Study on the Trend of Bodytype Change -On the adult male between age 19 and 54-)

  • 김구자;이순원
    • 한국의류학회지
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    • 제20권1호
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    • pp.218-227
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    • 1996
  • The purpose of this study was performed to analyze the trend of bodytype change of adult males. Subjects were 1290 Korean adult males and their age range was from 19 to 54 year, ; old. 75 variables(66 variables from the direct anthropometric data and 9 variables from the multiplication method) in total were applied to analyze. The principal component analysis was applied to the data with orthogonal rotation after extraction of major factors. The high factor loading items extracted by factor analysis were analyzed for the trend of bodytype change by the age group respectively. The result of factor analysis indicated that the first factor was composed with about 30 items, girth, depth and width-measures in 4 age groups and was analysed as form factors. Especially, age-related change was caused by increase of waist girth, depth and width. The second factor was composed with about 23 items, length and height-measures in all age groups. Stature has a constant factor loading value in 4 groups. Front and back waist-height and the navel-height have the highest factor loading value. The third, fourth and fifth factors were composed with different variables among the age groups.

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전탕용수의 미네랄 함량이 두충의 유효성분 추출에 미치는 영향 분석 (Influences of mineral contents in decoction water on the extraction efficiency of bioactive compounds from Eucommiae Cortex)

  • 박정근;김태진;김경태;이은실;김동희;황귀서;강종성
    • 대한예방한의학회지
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    • 제17권3호
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    • pp.177-185
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    • 2013
  • Objective : Eucommiae Cortex is bark of Eucommia ulmoides Oliver, a deciduous tree native to China. Today, teas or herbal drugs made from E. ulmoides leaves are widely consumed as a healthy food especially in Eastern Asia including Japan, China and Korea. This study was aimed to verify the extraction efficiency of bioactive compounds from Eucommiae Cortex depending on characteristics of decoction water. Method : Six types of decoction water with various origin were prepared and the contents of minerals in water were analyzed by ICP-AES and ICP-MS. The contents of extracted bioactive compounds were analyzed by HPLC and the relationship between mineral contents and extracted bioactive compounds in the decoction water were analysed by multiple factor analysis. The decoction waters could be classified in three groups by hierarchical cluster analysis. Result : Extracted amounts of compounds in Eucommiae Cortex showed a positive relationship with Na, Si, K concentration in decoction water, while a negative relationship with Ca, Mg concentration. Conclusion : The study proved that the minerals in water influenced the extraction efficiency of bioactive compounds from Eucommiae Cortex.

PCA 복원과 HOG 특징 기술자 기반의 효율적인 보행자 인식 방법 (An Efficient Pedestrian Recognition Method based on PCA Reconstruction and HOG Feature Descriptor)

  • 김철문;백열민;김회율
    • 전자공학회논문지
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    • 제50권10호
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    • pp.162-170
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    • 2013
  • 최근 보행자의 교통안전 개선을 위한 목적으로 차량에 장착되는 보행자 보호 시스템(PPS, Pedestrian Protection System)에 대한 관심과 요구가 증가하고 있다. 본 연구에서는 보행자 검출 후보 윈도우 추출과 셀(cell) 단위 히스토그램 기반의 HOG 특징 계산 방법을 제안하였다. 보행자 검출 후보 윈도우 추출은 주변밝기 비율체크, 수직방향 에지투영, 에지펙터(edge factor), 그리고 PCA(Principal Component Analysis) 복원 영상을 이용하였다. Dalal 의 HOG 는 겹침 블록 상의 모든 픽셀에 대해 가우시안 가중치와 삼선형보간에 의한 히스토그램 계산이 필요한데 반하여 제안하는 방법은 단위 셀마다 가우시안 가중 및 히스토그램을 계산하고 그것들을 인접 셀과 결합하므로 연산 속도가 빠르다. 제안하는 PCA 복원 에러 기반의 보행자 검출 후보 윈도우 추출은 보행자의 머리와 어깨 영역과의 차이를 기준으로 배경을 효율적으로 분류한다. 제안하는 방법은 카메라 컬리브레이션이나 스테레오 카메라를 이용한 거리 정보 없이도 영상만으로 전통적인 HOG 에 비하여 연산속도가 크게 개선된다.

강인한 음성인식을 위한 통계적 특징벡터 추출방법의 개선 (An Improvement of Stochastic Feature Extraction for Robust Speech Recognition)

  • 김회린;고진석
    • 한국음향학회지
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    • 제23권2호
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    • pp.180-186
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    • 2004
  • 음성 신호에 존재하는 잡음은 음성 인식기의 성능을 현저하게 감소시킨다. 이것은 잡음이 훈련 조건과 인식 조건 사이의 불일치를 가져오기 때문이다. 본 논문에서는 이러한 불일치를 최소화하기 위해서 통계적 특징벡터의 추출방법을 개선하기 위한 방법을 연구하였다. 밴드 SNR에 따라 잡음 스펙트럼의 차감 레벨을 조절하는 기존의 멀티 밴드 잡음 차감법 (MSS)을 개선하기 위하여 잡음 정규화 상수를 이용하여 잡음 스펙트럼의 차감 레벨을 보다 정확하게 조절하는 방법 (M-MSS)을 제시하였다. 다음으로, 기존의 통계적 특징벡터 추출방법 (SFE)에서 잡음 차감법을 파워 스펙트럼 영역에 적용함으로써 성능을 개선하였다(M-SFE). 마지막으로, 위의 두 가지 방법의 장점을 결합하기 위해서 밴드 SNR에 근거한 통계적 특징벡터 추출방법 (MMSS-MSFE)을 제안하였다. 제안된 방법들은 다양한 잡음 환경 하에서 화자독립 고립 단어 인식으로 성능을 평가하였다. 기본적인 잡음 차감법 (SS)에 비하여 M-MSS, M-SFE와 MMSS-MSFE의 평균 에러율은 각각 18.6%, 15.1%와 33.9% 감소하였다. 위의 결과로부터 제안한 방법이 잡음에 강인한 음성인식을 위해 매우 효과적임을 입증하였다.