• 제목/요약/키워드: Principal Component Factor

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Understanding Volunteers' Motivations and Their Satisfactions: A Case Study of Forest Interpreters in Chungbuk Province

  • Shin, Won Sop
    • 한국산림과학회지
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    • 제95권2호
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    • pp.188-193
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    • 2006
  • Volunteerism is an emerging issue in public resource management such as forest recreation management. As volunteers, forest interpreters play a significant role in supporting and educating visitors to forest recreation areas. The purpose of this study was to examine forest interpreters' motivation and their job satisfaction. To collect data, a set of self-administered questionnaire was sent to 250 members of Chungbuk Forest Interpreters' Association during August and September of 2005. 152 completed questionnaires were returned. Principal component factor analyses yield five motivation factors and four satisfaction factors. All the factors were highly correlated.

통계분석을 이용한 영산강·섬진강수계 주요 유입지천의 수질 특성 (Water Quality Characteristics of the Major Tributaries in Yeongsan and Sumjin River Basin using Statistical Analysis)

  • 박진환;정재운;김대영;김갑순;한성욱;김현욱;임병진
    • 환경영향평가
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    • 제22권2호
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    • pp.171-181
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    • 2013
  • In this study, we report the water quality characteristics of pollutants for 4 major tributaries in the Yeongsan and Sumjin river basins using statistical analysis, such as regression equation and factor analysis. The flow rate and water qualtiy data collected from 4 sampling sites(Hwangryoung A, Jiseok A, Chooryeong A, Osu A) in the Yeonsan and Sumjin river basin during the past 3 years were analyzed for 11 parameters(flow rate, dissolved oxgen, pH, water temperature, electric conductivity, biochemical oxygen demand, chemical oxygen deman, total organic carbon, total nitorgen, total phosphorus, suspended solid). The results showed that the concentrations of BOD, COD, TOC, T-N, T-P in Hwangryoung A(HW) and Jiseok A(JS) of the Yeongsan river basin were decreased as the flow rate was increased. This means that rather than nonpoint soources, point sources affect water quality. In the cases of Chooryeong A(CR) and Osu A(OS) in the Sumjin river basin, howerever, nonpoint sources than point sources are an important factor that affects the water quality. Also, the factor analysis technique was employed to analyze principal component influencing on water quality. The results revealed that the first principal component in HW was correlated with EC, DO, T-N, water temperature. This "nitrogen influx according to seasonal pattern" factor may be interpreted. In JS, the first principal component was correlated with BOD, COD, TOC and is likely to represent "organic matter" processes. In CR and OS, BOD, COD, TOC, SS and T-P were significantly correlated and is considered as representing "Organic matter and adsorption of phosphorus on sediments influx". This study is expected to contribute to the effective pollution control/management of the surfac waters in the study sites.

주성분(主成分) 및 정준상관분석(正準相關分析)에 의(依)한 수간성장(樹幹成長) 해석(解析)에 관(關)하여 (An Analytical Study on the Stem-Growth by the Principal Component and Canonical Correlation Analyses)

  • 이광남
    • 한국산림과학회지
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    • 제70권1호
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    • pp.7-16
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    • 1985
  • 임목(林木)의 주체성인(主體成因)인 수간(樹幹)에 대한 각종(各種) 성장인자간(成長因子間)의 정준상관(正準相關)과 그의 관계적(關係的) 배경(背景) 및 수간(樹幹)의 총합적(總合的)인 변동분석(變動分析)에 의(依)한 수간적(樹幹的) 특징(特徵)을 파악(把握)함에 있어, 그의 최적기법(最適技法)을 탐색(探索)하기 위한 시도(試圖)로서 일본(日本)잎갈나무(Larix leptolepis)에 주성분(主成分) 및 정준상관분석법(正準相關分析法)을 도입적용(導入適用)하고, 얻어진 결과(結果)를 다음과 같이 요약(要約)한다. 1) 정형수(正形數)($x_8$)를 제외(除外)한 모든 성장인자(成長因子) 즉(卽), 수고(樹高)($x_1$), 지하고(枝下高)($x_2$), 망고(望高)($x_3$), 흉고직경(胸高直徑)($x_4$), 중앙직경(中央直徑)($x_5$), 수관폭(樹冠幅)($x_6$) 및 간재적(幹材積)($x_7$) 등(等)의 각(各) 인자간(因子間)에 강약간(強弱間)의 상관(相關)이 있으며, 특(特)히 흉고직경(胸高直徑), 수고(樹高) 및 중앙직경(中央直徑) 등(等)은 간재적(幹材積)과 고도(高度)의 상관(相關)이 있다(표(表) l 참조(參照)). 2) (1) 상장성장인자(上長成長因子)인 수고(樹高), 지하고(枝下高) 및 망고(望高) 등(等)의 합성변량(合成變量)과 간재적간(幹材積間), (2) 비대성장인자(肥大成長因子)인 흉고직경(胸高直徑), 중앙직경(中央直徑) 및 수관폭(樹冠幅) 등(等)의 합성변량(合成變量)과 간재적간(幹材積間), (3) 상장(上長) 및 비대성장인자(肥大成長因子)를 총망라(總網羅)한 6개인자(個因子)의 합성변량(合成變量)과 간재적간(幹材積間)의 정준상관계수(正準相關係數)와 정준변량(正準變量)이 각각(各各) $${(1)\;{\gamma}_{u1,v1}=0.82980^{**},\;\{u_1=1.00000x_7\\v_1=1.08323x_1-0.04299x_2-0.07080x_3}\\{(2)\;{\gamma}_{u1,v1}=0.98198^{**},\;\{u_1=1.00000x_7\\v_1=0.86433x_4+0.11996x_5+0.02917x_6}\\{(3)\;{\gamma}_{u1,v1}=0.98700^{**},\;\{u_1=1.00000x_7\\v1=0.12948x_1+0.00291x_2+0.03076x_3+0.76707x_4+0.09107x_5+0.02576x_6}$$ 등(等)과 같이 되어, 어느 경우(境遇)에서도 고도(高度)의 정준상관(正準相關)을 가지며, (1)의 경우(境遇)에는 수고(樹高)가, (2)의 경우(境遇)에는 흉고직경(胸高直徑)이, (3)의 경우(境遇)에는 흉고직경(胸高直徑)과 수고(樹高)가 각각(各各)의 정준상관(正準相關)에 절대적인 기여(寄與)를 하는 것으로서, 각종(各種) 질적성장(質的成長)의 총합특성(總合特性)은 이들 인자(因子)의 막강한 영향력(影響力)에 의해서 형성(形成)되며, 특(特)히 (3)의 경우에서 간재적(幹材積)과의 정준상관(正準相關)에 미치는 흉고직경(胸高直徑)의 영향력(影響力)은 기타(其他)의 인자(因子)에 비(比)하여 판이(判異)하게 큰 것으로 밝혀지고 있다(표(表) 2 참조(參照)). 3) 상장성장인자(上長成長因子)인 수고(樹高), 지하고(枝下高) 및 망고(望高) 등(等)의 합성변량(合成變量)과 비대성장인자(肥大成長因子)인 흉고직경(胸高直徑), 중앙직경(中央直徑) 및 수관폭(樹冠幅) 등(等)의 합성변량간(合成變量間)의 정준상관계수(正準相關係數)와 정준변량(正準變量)이 $${\gamma}_{u1,v1}=0.78556^{**},\;\{u_1=1.20569x_1-0.04444x_2-0.21696x_3\\v_1=1.09571x_4-0.14076z_5+0.05285z_6$$와 같이 됨에 따라, 각종 상장성장인자(上長成長因子)와 비대성장인자간(肥大成長因子間)의 고도(高度)의 정준상관(正準相關)에 있어 수고(樹高)와 흉고직경(胸高直徑)만의 기여도(寄與度)가 극(極)히 현저한 것으로서, 상장성장(上長成長)의 총합특성(總合特性)은 수고(樹高)에 의해서, 비대성장(肥大成長)의 총합특성(總合特性)은 흉고직경(胸高直徑)에 의해서 각각(各各) 형성(形成)된다는 사실(事實)이 확인(確認)된 것이다. 따라서 양인자(兩因子)에 대한 간재적계측(幹材積計測)에 있어서의 필수유력인(必須有力因子)로서의 과학성(科學性)이 입증(立證)된 것이라 생각한다(표(表) 2 참조(參照)). 4) 수간(樹幹)의 8개성장인자(個成長因子) 즉(卽), 8차원(次元)의 정보(情報)(특성치(特性値))를 설정(設定)된 유효목표(有效目標) 85%에 따라 3차원(次元)으로 간략화(簡約化)된 총합특성치(總合特性値) 즉(卽), 제(第) 1 ~ 제(第) 3 주성분(主成分)은 다음과 같다. 제(第) 1 주성분(主成分)($Z_1$); $Z_1=0.40192x_1+0.23693x_2+0.37047x_3+0.41745x_4+0.41629x_5+0.33454x_60.42798x_7+0.04923x_8$ 제(第) 2 주성분(主成分)($Z_2$) ; $z_2=-0.09306x_1-0.34707x_2+0.08372x_3-0.03239x_4+0.11152x_5+0.00012x_6+0.02407x_7+0.92185x_8$ 제(第) 3 주성분(主成分)($Z_3$) ; $Z_3=0.19832x_1+0.68210x_2+0.35824x_3-0.22522x_4-0.20876x_5-0.42373x_6-0.15055x_7+0.26562x_8$ 제(第) 1 주성분(主成分)($Z_1$)은 기여율(寄與率)이 63.26%나 되는 매우 높은 정보흡수력(情報吸收力)을 가진 "크기의 인자(因子)(size factor)"로서, 그의 주성분득점(主成分得點)(principal component score)은 인자부하량(因子負荷量)이 매우 높은 간재적(幹材積), 흉고직경(胸高直徑), 중앙직경(中央直徑) 및 수고(樹高) 등(等)에 의해써 결정(決定)되며, 제(第) 2 주성분(主成分)($Z_2$)은 입체적(立體的) 형상(形狀)의 지표(指標) 즉(卽), 수간(樹幹)의 입체적(立體的) 상사성(相似性)과 완구도(完溝度)를 나타내주는 "형상(形狀)의 인자(因子)(shape factor)"로서, 그의 score는 정형수(正形數)의 절대적(絶對的)인 영향력(影響力)에 의(依)해서 형성(形成)되며, 제(第) 3 주성분(主成分)($Z_3$)은 상장성장(上長成長)과 비대성장(肥大成長)과의 역관계(逆關係)의 현상(現象) 즉(卽), 수간(樹幹)의 세장(細長)(또는 굵고 짧음)의 정도를 표시(表示)하는 성장형상(成長形狀)의 지표(指標)로서, 이는 제(第) 2의 "형상(形狀)의 인자(因子)"가 된다. 이상(以上) 3개주성분(個主成分)은 그의 누적기여율(累積寄與率)이 88.36%로서 만족스러운 정보흡수역량(情報吸收力量)을 지니고 있다(표(表) 3 참조(參照)). 5) 본(本) 연구(硏究)에 적용(適用)된 주성분(主成分) 및 정준(正準) 상관분석법(相關分析法)은 적극적(積極的)인 이용개발(利用開發)에 따라서는 삼림계측(森林計測)(임목성장(林木成長)), 지위판정분류(地位判定分類), 삼림(森林) 및 임산업(林産業)의 경영진단(經營診斷), 임산가공(林産加工)(품(品))의 생산관리(生産管理) 및 기지(其地) 총합특성치(總合特性値)의 산정(算定)을 필요(必要)로 하는 분야(分野)에 많은 기여(寄與)가 있을 것으로 사료(思料)된다.

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Reliability and Validity of the Malay Version of the Breast-Impact of Treatment Scale (MVBITS) in Breast Cancer Women undergoing Chemotherapy

  • Zainal, Nor Zuraida;Shuib, Norley;Bustam, Anita Zarina;Sabki, Zuraida Ahmad;Guan, Ng Chong
    • Asian Pacific Journal of Cancer Prevention
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    • 제14권1호
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    • pp.463-468
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    • 2013
  • Background: Body image dissatisfaction among breast cancer survivors has been associated with psychological stress resultant from breast cancer and resultant surgery. This study aimed to examine the psychometric properties of the Malay Version of the Breast-Impact of Treatment Scale (MVBITS) and to investigate the associations of retained factors with the Hospital Anxiety and Depression Scale (HADS) and the Rosenberg Self-Esteem Scale (RSES). Materials and Methods: The MVBITS was 'forward-backward' translated from English to Malay and then administered to 70 female breast cancer patients who came to the Oncology Clinic of University Malaya Medical Centre, Kuala Lumpur, Malaysia to undergo chemotherapy. Principal component analysis (PCA) with varimax rotation was performed to explore the factor structure of the MVBITS. Associations of retained factors were estimated with reference to Spearman correlation coefficients. Results: The internal consistency reliability of MVBITS was good (Cronbach's alpha 0.945) and showed temporal stability over a 3-week period. Principal component analysis suggested two factors termed as 'Intrusion' and 'Avoidance' domains. These factors explained 70.3% of the variance. Factor 1 comprised the effects of breast cancer treatment on the emotion and thought, while Factor 2 informed attempts to limit exposure of the body to self or others. The Factor 1 of MVBITS was positively correlated with total, depression and anxiety sub-scores of HADS. Factor 2 was positively correlated with total and anxiety sub-scores of HADS. MVBITS was also positively correlated with the RSES scores. Conclusions: The results showed that the Malay Version of Breast-Impact of Treatment Scale possesses satisfactory psychometric properties suggesting that this instrument is appropriate for assessment of body change stress among female breast cancer patients in Malaysia.

Atmospheric Concentrations of PAHs in the Vapor and Particulate Phases in Chongju

  • Park, Seung-Shik;Kim, Young-J.;Kang, Chang-H.;Cho, Sung-Yong;Kim, Tae-Young;Kim, Seung-Jai
    • Journal of Korean Society for Atmospheric Environment
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    • 제22권E2호
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    • pp.57-68
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    • 2006
  • Four intensive seasonal sampling campaigns between October 1998 and October 1999 were undertaken at an urban site of Chongju, in which polyurethane foam (PUF) sampler was used to collect particulate- and vapor-phase polycyclic aromatic hydrocarbons (PAHs). The contribution to total (particulate+vapor) PAH concentration by the vapor phase component exceeded the particulate phase contribution by factor of ${\sim}2.6$. Summed concentrations of phenanthrene (30.9%), pyrene (16.6%), naphthalene (11.3%) and fluoranthene (11.0%) account for significant amounts of the vapor-phase, while chrysene (12.5%), benzo[b]fluoranthene (11.6%), indeno[123-cd]pyrene (9.9%), benzo[ghi]perylene (9.5%), benzo[k]fluoranthene (9.4%), pyrene (8.9%), and benzo[a]pyrene (8.3%) are found to be the most common PAH compounds in the particulate phase. The results from application of principal component analysis to particulate-phase PAH data demonstrate that a combination of PAH and $PM_{2.5}$ inorganic data is a more powerful tracer of emission sources than PAH species data alone. Particulate-phase PAH species were found to be associated predominantly with emissions from diesel engine vehicles and incineration.

보통형 콤바인 부착용 유채 예취장치 개발 (III) - 유채 기계 수확 손실 절감을 위한 요인 구명 - (Development of a Rapeseed Reaping Equipment Attachable to a Conventional Combine (Ill) - Analysis of Principal Factor for Loss Reduction of Rapeseed Mechanical Harvesting -)

  • 이충근;최용;전현종;이승규;문성동;김송수
    • Journal of Biosystems Engineering
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    • 제34권2호
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    • pp.114-119
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    • 2009
  • Field test was conducted to investigate primary factors reducing rapeseed harvesting using a reciprocating cutter-bar of combine. The results showed that the correlation between crop moisture content and yield loss had a U-type, which indicated that the yield reduction increased at too high and too low crop moisture contents. The proper ranges of crop moisture contents were 27${\sim}$35%, 21${\sim}$56%, and 62${\sim}$73% in case of grain, pod and stem, respectively. Crop moisture content was negatively correlated with header loss, but positively correlated with threshing loss. In contrary, stem moisture content showed positive correlations with total loss, threshing loss and separation loss. Working speed was positively correlated with header loss. Total flow rate, pod flow rate and stem flow rate were highly correlated with threshing loss and separation loss. However, grain flow rate did not show any correlation with total loss. According to the principal component analysis, two principal components were derived as components with eigenvalues greater than 1.0. The contribution rates of the first and the second components were 52.7% and 38.9%, which accounted for 91.6% of total variance. As a contributive factor influencing total loss of rapeseed mechanical harvesting, a crop moisture content factor was greater than a crop flow rate factor. The stepwise multiple regression analysis for total loss was conducted using crop moisture content factor, crop flow rate factor and coefficient. However, the model did not show any correlation among independent and dependent factors ($R^2$=0.060).

병원입원환자의 서비스. 영양관리. 식단 만족 요인집단에 따른 만족도 분석 (The Assessment of Patient Satisfaction in Accordance with Hospital Patients Food Service Cluster Groups)

  • 장은재;김혜진;홍완수
    • 대한지역사회영양학회지
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    • 제5권1호
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    • pp.83-91
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    • 2000
  • The aims of this study are to evaluate the quality of hospital food services and the evaluate the quality in selected hospitals trough the use of the questionnaires. A survey of 30 hospital food and nutrition service department was undertaken and detailed information was collected from each, including, surveys of 1, 016 patient. Statistical data analysis was completed using the SAS/win 6.11 package for descriptive analysis, t-test X$^2$-test ANOVA principal component analysis , and cluster analysis and cluster analysis. In the case of patient satisfaction with hospital food and food services, overall satisfaction scores of male and female were 3.54 and 3.45 showing higher levels than the average score(3.00) The aspect of the food and food service which received the lowest ratings by patients was 'meal rounding while dining'. After conduction of factor analysis of variables affecting the patients meal satisfaction 3 groups including the 'menu satisfaction factor', 'service satisfaction factor ' and 'nutrition management satisfaction factor ' were selected. 3 clusters were categorized by the 'service cluster' 'nutrition management cluster', 'men cluster', and 'menu nutrition service cluster' after conducting a cluster analysis with influencing variables affecting patients meal satisfaction. The overview results of patient satisfaction by cluster were : in the case of the service group, such factors as taste, portion size, dealing with complaints while dining meal rounding while dining should be managed with caution In case of the nutrition management group, such factors as taste, portion size, temperature of the food intake, and dependence on hospital food should be managed with care, In the case of the menu groups, such factors as punctuality of meal times, contaminated substances in meals and serving mistakes, cleanliness of dishes, kindness of the server meal rounding while dining should by particularly managed with importance.

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경험식과 요인분석을 통한 오염물질 유출 특성 연구 - 남한강 상·하류 수계 주요 하천을 중심으로 (A Study on the Discharged Characteristics of the Pollutants using the Empirical Equation and Factor Analysis - Case Study of the Upper and Lower Watershed of South Han River)

  • 박지형;손수민;류덕희
    • 한국물환경학회지
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    • 제27권6호
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    • pp.905-913
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    • 2011
  • This study was conducted to characterize the discharge feature of pollutant load from the upper and lower watershed influencing on the water quality of South Han River using the empirical equation and Factor Analysis. The results of regression analysis between flow rate and pollutant load were as follows. In the streams of the upper watershed of South Han river, $BOD_5$ and $COD_{Mn}$ were increased as the flow rate was increased. Also, steep increases in SS and TP were observed with positive correlation with the flow rate while change in TN was slightly shown. On the other hand, in the streams of the lower watershed of South Han river, $BOD_5$ was negatively correlated with the flow rate, being decreased with the increase in the flow rate. However, changes in $COD_{Mn}$, TN, SS, and TP showed a similar trend with those observed in the upper watershed. With Factor Analysis of the water quality and various components, it was appeared that the flow rate, SS, and TP were significantly correlated each other and they were indicated as the principal component influencing on water quality in the streams of the upper watershed. In contrast, $BOD_5$, $COD_{Mn}$ and TOC were significantly correlated each other and they were included as the principal pollution component of the streams in the lower watershed. From these results, it was conclusive that the upper watershed of South Han River was mainly affected by non point source pollutants while the lower watershed was influenced by point source pollutants from the developed areas.

직교요인을 이용한 국소선형 로지스틱 마이크로어레이 자료의 판별분석 (Local Linear Logistic Classification of Microarray Data Using Orthogonal Components)

  • 백장선;손영숙
    • 응용통계연구
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    • 제19권3호
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    • pp.587-598
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    • 2006
  • 본 논문에서는 마이크로어레이 (microarray) 자료에 판별분석을 적용 시 나타나는 고차원 및 소표본 문제의 해결방법으로서 직교요인을 새로운 특징변수로 사용한 비모수적 국소선형 로지스틱 판별분석을 제안한다. 제안된 방법은 국소우도에 기반한 것으로서 다범주 판별분석에 적용될 수 있으며, 고려된 직교인자는 주성분 요인, 부분최소제곱 요인, 인자분석 요인 등이다. 대표적인 두 가지 실제 마이크로어레이 자료에 적용한 결과 직교요인들 중에서 부분최소제곱 요인을 특징변수로 사용한 경우 고전적인 통계적 판별분석보다 향상된 분류 능력을 나타내고 있음을 확인하였다.

여성 수트의 이미지 구성 요인에 관한 연구 (A Study on the constructing Factors of the Female Suit Image)

  • 홍병숙;정미경
    • 복식
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    • 제20권
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    • pp.73-82
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    • 1993
  • The Purpose of this study was to identify the constructing factors of female suit image. The questionnaire consisted of 69 words expressing suit image were developed, and six suit slides were selected for stimulus. Sixty-eight female university students majored in clothing and textiles were responded to each sledes, and then factor analysis was conducted. Six factors, such as attractiveness, peculiarity, grace, femininity, youthfullness, and comfort were found out as constructing factors of suit image(total vari-ance 60.5%) by the principal component analysis. The attractiveness factor which explained the largest variance included words such as countrified, refinement, and beautiful. Peculiarity factor included words such as peculiar, bold, complex, and decorative. Grace factor included words such as classic, grace, and elegant. Femininity factor included such as masculine, feminine, soft, and dressy. Youthfullness factor included words such as youth, bright, and charming. And comfort factor included words such as casual, comfort-able, active, and natural. The Cronbach's $\alpha$of the each factors were. 78~92.

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