• 제목/요약/키워드: Factor analysis, statistical

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대한치과교정학회지(KJO)와 미국교정학회지(AJODO)에서 사용된 통계기법의 비교분석 및 고찰(1999-2003) (A Review of Statistical Methods in the Korean Journal of Orthodontics and the American Journal of Orthodontics and Dentofacial Orthopedics)

  • 임회정
    • 대한치과교정학회지
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    • 제34권5호
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    • pp.371-379
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    • 2004
  • 본 연구는 1999-2003년 사이에 출판된 대한치과교정학회지(KJO)의 논문 247편과 American Journal of Orthodontics and Dentofacial Orthopedics (AJODO)의 논문 250편들이 사용하고 있는 통계기법들을 연도별로 조사 비교하였다. 각각의 저널에서 어떠한 통계기법들이 자주 사용되었는지, 최근 들어 통계기법의 변화가 있었는지 자주 쓰이는 통계기법들에 대한 주의할 점을 고려했는지 어떠한 고급통계기법을 사용하였는지를 살펴보았다. KJO는 이 기간 동안의 모든 논문을 연구대상으로 하였고 AJODO는 각 해마다 50편의 논문을 original article이면서 통계기법을 사용한 논문들 중에서 무작위로 추출하였다. 빈번히 사용된 통계기법은 KJO의 논문에서는 t-검정, 분산분석, 상관분석. 비모수분석, 회귀분석, $x^2-$검정. 요인 분석의 순이었고 AJODO의 논문에서는 t-검정. 분산분석. 비모수분석, 상관분석, 회귀분석, $x^2$-검정, 요인분석의 순이었다. 5년 동안의 통계기법의 변화를 살펴본 결과 KJO에서는 유의한 변화를 관찰할 수 없었으나$(x^2=17.38,\;p = 0.6881)$ AJODO에서는 유의한 변화를 관찰할 수 있었다.$(x^2=42.41,\;p =0.0397)$ 각 통계분석에 해당하는 가정의 점검을 간과한 경우가 있었으며 통계분석 전에 이상치 등의 자료의 탐색이 필요하며 소표본일 경우 좀 더 다른 통계적 접근 방법이 필요하다 고급통계기법으로는 KJO에서는 인자분석과 판별분석을 통해 부정교합자에게 적용이 가능한 골격유형의 감별기준을 도출하였고 AJODO에서는 다기관센터를 통한 임상시험에서 ITT분석을 실시하였으며 생존분석 죈 GEE분석을 실시하였다. 단순한 통계기법만으로는 정확한 자료의 분석이 행해졌다고 보기는 어렵고 자료와 가설에 맞는 단변수 분석후의 다변량 통계 분석 방법을 통하여 정확한 결론을 유추해 내는 노력이 필요하다 치과학 분야의 자료의 특성 중 하나는 서로 상관관계가 높으며 반복 측정치를 가지는 것인데, 올바른 통계기법을 도입하여 그 결과에 대한 바른 해석을 할 수 있도록 해야 하겠다.

승마산업의 활성화를 위한 시장세분화전략 (Segmentation Strategy for Revitalization of Horse Riding Industry)

  • 김기탁;박동규
    • 한국콘텐츠학회논문지
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    • 제12권12호
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    • pp.779-786
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    • 2012
  • 본 연구는 승마 산업의 활성화를 위해 라이프스타일을 이용한 시장세분화전략을 제시하고자 수행되었다. 자료는 유의표집법에 의한 설문조사를 통해 수집되었고 총 397 명의 유효표본이 분석에 이용되었다. 라이프스타일의 요인분석 결과 세 개의 요인으로 분류되었고, 요인점수를 이용하여 군집분석을 실시하였다. 군집분석결과 총 두 개의 세분시장이 도출되었다. 첫 번째 시장은 '스포츠활동추구형'으로 스포츠활동을 선호하고 중요하게 생각하며, 총 397명 중 175명이 이 집단에 포함되었다. 남 녀가 골고루 분포되어 있고 20대와 30대가 주를 이루고 있으며 특히 미혼자가 많은 분포를 보이고 있다. 또한 10만원 이상 30만원 미만의 월평균 여가지출을 나타내고 있는 집단이기도 하다. 이들은 승마에 대해 상대적으로 더 호감을 가지고 있는 것으로 나타났으나 승마에 대한 관심이나 승마 참여의도는 타 시장에 비해 차이가 있다고 보기 어려우며, 그 수준도 낮은 것으로 나타났다. 두 번째 세분시장은 '소극적활동추구형'으로 여가시간에 주로 혼자 지내는 것을 선호하는 집단이다. 397명 중 222명이 이에 해당하는 것으로 나타났으며, 20대에서 40대의 연령에 30만원 미만의 월평균 여가지출을 하고 있는 세분시장이다. 이들은 '스포츠활동추구형'에 비해 승마에 대한 호감도가 낮은 것으로 나타났다.

SEA 기법을 이용한 저중량 대시판넬 흡,차음재 성능에 대한 연구 (Acoustic Study of light weight insulation system on Dash using SEA technique)

  • 임효석;박광서;김영호;김인동
    • 한국소음진동공학회:학술대회논문집
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    • 한국소음진동공학회 2007년도 춘계학술대회논문집
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    • pp.51-55
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    • 2007
  • In this paper Statistical Energy Analysis has been considered to predict high frequency air borne interior noise. Dash panel Insulation is major part to reduce engine excitation noise. Transmission loss and absorption coefficient are considered to predict dash insulation performance. Transmission lose is derived from coupling loss factor and absorption coefficient is derived from internal damping loss factor. Material Biot properties were used to calculate each loss factors. Insulation geometry thickness distribution was hard to measure, so FeGate software was used to calculate thickness map from CAD drawing. Each predicted transmission losses between conventional insulation and light weight insulation were compared with SEA. Transmission loss measurement was performed to validate each prediction result, and it showed good correlation between prediction and measurement. Finally interior noise prediction was performed and result showed light weight insulation system can reduce 40% weight to keep similar performance with conventional insulation system, even though light weigh insulation system has lower sound transmission loss and higher absorption coefficient than conventional system.

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가중치 산출방법에 따른 고객만족도지수의 비교 (Comparison of Customer Satisfaction Indices Using Different Methods of Weight Calculation)

  • 이상준;김용태;김성윤
    • 디지털융복합연구
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    • 제11권12호
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    • pp.201-211
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    • 2013
  • 본 연구는 다양한 가중치 산출방법을 적용하여 각 차원별 가중치 및 고객만족도지수를 비교하고 시사점을 밝혀보고자 한다. 이를 위해 가중치 산출방법을 주관적 방법과 통계적 방법으로 구분하고, 다시 주관적 방법은 고정총합법, 그리고 통계적 방법은 상관분석, 회귀분석, 주성분분석, 요인분석, 구조방정식으로 세분화하였다. 연구결과 주관적 방법과 통계적 방법에 의한 가중치는 서로 차이가 있는 것으로 나타났고, 분석방법에 따른 가중치의 순위는 유사한 패턴으로 구분되었다. 그리고 가중치 산출방법에 따른 각 차원별 가중치는 큰 편차를 보여 차원간의 변별력 및 안정성에 차이를 나타냈다. 마지막으로 다양한 가중치 산출방법에 따른 고객만족도지수는 구조방정식, 회귀분석, 상관분석, 산술평균, 주성분분석, 고정총합법, 요인분석의 순으로 높게 나타났고, 각 방법론에 따른 고객만족도지수는 통계적으로 유의한 차이가 있는 것으로 나타났다.

통계적 기법을 이용한 농촌주택 거주 만족도 모형 개발 (Development of the residential satisfaction model by statistical analysis)

  • 박미정;이정재;정남수
    • 한국농공학회:학술대회논문집
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    • 한국농공학회 1999년도 Proceedings of the 1999 Annual Conference The Korean Society of Agricutural Engineers
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    • pp.387-392
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    • 1999
  • In this paper, we attempted to eatablish questionnaire items for evaluation of residential satisfaction level by factor analysis, and the model was developed as a function of primary component of questionnaire items. For development of residential satisfaction model, items are selected by factor analysis adn regression coefficient is estimated by the multiple linear regression analysis.

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군 간부의 다문화교육경험이 다문화수용성에 미치는 영향 (The Effect of Multicultural Education Experiences on the Multicultural Acceptability of Military Officers)

  • 김정희
    • 가족자원경영과 정책
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    • 제24권2호
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    • pp.49-68
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    • 2020
  • This research seeks to examine the relationship between multicultural education experiences and the multicultural acceptability of military officers. The sample included 552 Republic of Korea Army officers and non-commissioned officers(NCOs) who were located in Gangwon-Do and Gyeonggi-Do. For the statistical analysis, SPSS 18.0 was used to perform descriptive statistical analysis, frequency analysis, differential verification, and multiple regression analysis. The major analysis results are as follows: First, The multicultural acceptability of the military officers and NCOs, including sub-factors, was above the mean level; in terms of the ranking per sub-factor, the scores were in the order of diversity, relationship, and universality. The experience frequency of the targets and the evaluation was lowest in the educational experience within the military, and the evaluations were in the order of public media, school, and military. Second, The differential verification, depending on the characteristics of the sociology of the population and the existence of the multicultural educational experience, showed that the duration of education(personal factor), marital status(family factor), existence of a foreign relative(family factor), and existence of experience of managing multicultural personnel as soldiers under command(military-related factor) showed a significant difference in multicultural acceptability. Additionally, the existence of multicultural education through schools and public media lead to a significant difference in multicultural acceptability, but the existence of education within the military did not lead to a significant difference. Third, The analysis of the influencing relationship through multiple regression analysis showed that the higher the evaluation of multicultural education through the military, school, and public media, the higher the multicultural acceptability.Therefore, this research proposes multicultural educational plans that may improve the multicultural acceptability of military officers and NCOs as a way to establish a multicultural composition in the army.

Imputation Using Factor Score Regression

  • Lee, Sang-Eun;Hwang, Hee-Jin;Shin, Key-Il
    • Communications for Statistical Applications and Methods
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    • 제16권2호
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    • pp.317-323
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    • 2009
  • Recently not even government polices but small town decisions are based on the survey data/information, so the most of government agencies/organizations demand various sample surveys in each fields for more detail information. However in conducting the sample survey, nonresponse problem rises very often and it becomes a major issue on judging the accuracy of survey. For that matters, one solution ran be using the administration data. However unfortunately most of administration data are restricted to the common users. The other solution can be the imputation. Therefore several method, of imputation are studied in various fields. In this study, in stead of the simple regression imputation method which is commonly used, factor score regression method is applied specially to the incomplete data which have the unit and item misting values in survey data. Here for simulation study, Consumer Expenditure Surveys in Korea are used.

Mathematical representation to assess the wind resource by three parameter Weibull distribution

  • Sukkiramathi, K.;Rajkumar, R.;Seshaiah, C.V.
    • Wind and Structures
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    • 제31권5호
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    • pp.419-430
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    • 2020
  • Weibull distribution is a conspicuous distribution known for its accuracy and its usage for wind energy analysis. The two and three parameter Weibull distributions are adopted in this study to fit wind speed data. The daily mean wind speed data of Ennore, Tamil Nadu, India has been used to validate the procedure. The parameters are estimated using maximum likelihood method, least square method and moment method. Four statistical tests namely Root mean square error, R2 test, Kolmogorov-Smirnov test and Anderson-Darling test are employed to inspect the fitness of Weibull probability density functions. The value of shape factor, scale factor, wind speed and wind power are determined at a height of 100m using extrapolation of numerical equations. Also, the value of capacity factor is calculated mathematically. This study provides a way to evaluate feasible locations for wind energy assessment, which can be used at any windy site throughout the world.

침구학회지 논문에 응용된 통계방식에 관한 연구 -1984 창간호부터 2002년 19권 6호까지 19년간- (Analysis of various statistical techniques used in the articles published during last 19 years in The Journal of Korean Acupuncture & Moxibusition Society)

  • 이승덕
    • Journal of Acupuncture Research
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    • 제20권1호
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    • pp.144-158
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    • 2003
  • This study was carried out to investigate what kinds of statistical techniques have been used to analyze data from oriental medicine research, For study, 551 original articles which used statistical techniques in their data analysis were selected form the articles published in The journal of Korean Acupuncture & Moxibustion Society(JKAMS) between 1984 to 2002. among them, 122 articles used descriptive statistics while 429 articles used inferential statistics for data analysis. For that 429 articles, t-test (189 articles), analysis fo variance (111 articles), chi-square test (14 articles), correlation (10 articles), regression analysis (4 articles), factor analysis(5 articles), or nonparametric test (23 articles) were chose to analyze the data. Nonparametric approach has substantial power in case data do not meet the assumption of normality. This method is not only easy to use ut also provides measures of the statistical variation of nominal and ordinal scale. This study shows that more and more recent papers use nonparametric test compared to the old articles. nine different statistical software or packages (SAS, SPSS, Statview, Minitab, Sigma plot, ISP, Graphpad prism, Excel, Access) have been used in the articles published JKMAS. High level statistical techniques such as SAS, SPSS, and Statview are user friendly and used most for acupuncture and Moxibustion research. Including tables and plots in an article facilitates understanding family process data from a descriptive standpoint, minimized erroneous statistical conclusions, and clarifies theoretically important relationships among variables. Table and plots have been used 500 and 233 articles, respectively. A computer procedure is proposed and illustrated with statistical packages using SAS, SPSS, Statview and ISP.

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Transmission Path Analysis of Noise and Vibration in a Rotary Compressor by Statistical Energy Analysis

  • Hwang, Seon-Woong;Jeong, Weui-Bong;Yoo, Wan-Suk;Kim, Kyu-Hwan
    • Journal of Mechanical Science and Technology
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    • 제18권11호
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    • pp.1909-1915
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    • 2004
  • The hermetic rotary compressor is one of the most important components of an air conditioning system since it has a great effect on both the performance and the noise and vibration of the system. Noise and vibration occurs due to gas pulsation during the compression process and to unbalanced dynamic force. In order to reduce noise and vibration, it is necessary to identify their sources and transmission path and effectively control them. Many approaches have been tried in order to identify the noise transmission path of a compressor. However, identification has proven to be difficult since the characteristics of compressor noise are complicated due to the interaction of the compressor parts and gas pulsation. In this study, the statistical energy analysis has been used to trace the energy flow in the compressor and to identify the transmission paths from the noise source to the exterior sound field.