• Title/Summary/Keyword: 다변량 판별분석

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A Study on Market Segmentation of Home Meal Replacement Consumers (가정식사대용식(Home Meal Replacement) 소비자의 시장세분화에 관한 연구)

  • Kim, Hyun-Jung;Kim, Dong-Jin
    • Culinary science and hospitality research
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    • v.19 no.2
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    • pp.52-64
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    • 2013
  • The purposes of the study were (1) to identify the market segments of home meal replacement(HMR) consumers based on purchasing selection attributes and (2) to investigate demographic characteristics and purchasing behaviors unique to each segmented market. A total of 266 responses were used for data analysis using SPSS 19.0. Data analyses included frequency analysis, chi-square analysis, factor analysis, cluster analysis, MANOVA, and discriminant analysis. The result of the factor analysis showed four important dimensions in selection attributes: food quality, design, convenience, and accessibility. The results of the cluster analysis identified two HMR market segments, namely, highly involved HMR consumers and lowly involved HMR consumers. Highly involved HMR consumers considered all the selection dimensions more important than lowly involved HMR consumers. In addition, these two groups showed different demographic characteristics and purchasing behaviors. Managerial implications were provided.

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Determination and Multivariate Analysis of Flavour Components in the Korean Folk Sojues Using GC-MS (GC-MS 를 이용한 전통민속소주의 향기성분 분석과 다변량통계해석)

  • Lee, Dong-Sun;Park, Hye-Seong;Kim, Kun;Lee, Taik-Soo;Noh, Bong-Soo
    • Korean Journal of Food Science and Technology
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    • v.26 no.6
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    • pp.750-758
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    • 1994
  • Flavour components of seven Korean folk sojues, five Chinese kaoliangchiews and Japanese shochu were determined by GC and GC-MS after solid phase extraction with polydivinyl benzene. Less volatile ethyl succinate and ethyl pelargonate were present in Korean folk sojues while volatile ethyl acetate and ethyl butyrate in Chinese kaoliangchiews. In the case of alcohols, the amount of isopentyl alcohol was relatively higher than that of isobutyl alcohol or n-propyl alcohol in Korean folk sojues. On the contrary, less volatile n-propyl alcohol was present more than isopentyl alcohol in Chinese kaoliangchiews. Multivariate statistical analyses involving principal components analysis (PCA) and discriminant analysis (DA) were applied to the GC data. The results of PCA clearly demonstrate that the first principal scores of Korean folk sojues were similar but the second principal scores were different from each other. Classification of Korean sojues and Chinese kaoliangchiews into two groups could be conducted by DA. These results suggested that the common charateristics and identities as a distilled liquors was found in Korean folk sojues.

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Metabolic profiling and method validation of marker compounds from Saposhnikoviae Radix and Peucedani Japonici Radix (방풍, 식방풍의 대사체 프로파일링을 통한 지표성분 선정 및 분석법검증)

  • Choi, Bo-Ram;Yoon, Dahye;Kim, Geum-Soog;Han, Kyung-Sook;Choi, Doo Jin;Lee, Young-Seob;Hyun, Do Yoon;Lee, Dae Young
    • Journal of Applied Biological Chemistry
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    • v.63 no.4
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    • pp.393-399
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    • 2020
  • Saposhnikoviae Radix (SR) and Peucedani Japonici Radix (PR) have been used as the main traditional herbal medicines in Korea, China and Japan. In this study, ultra-performance liquid chromatography coupled to quadrupole time of flight mass spectrometry (UPLC-QTOF/MS)-based metabolomics was applied to evaluate the quality of SR and PR using the marker compounds. In the S-plot of SR and PR, 5-O-methylvisammioside and peucedanol were selected as a marker compound for SR and PR, respectively. Also, an UPLC method was established and well validated for marker compounds of SR and PR. These results suggested that the established analysis method could be used one of the good methods for the classification and quality assessment of SR and PR.

Categorize Debris Flow Hazard Zones in Urban Areas: The Case of Seoul (도시지역 토사재해 위험지역의 유형화: 서울시를 사례로)

  • Park, Changyeol;Shin, Sang Young
    • KSCE Journal of Civil and Environmental Engineering Research
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    • v.36 no.5
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    • pp.915-926
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    • 2016
  • The purpose of this study is to classify debris flow hazard zones in urbanized areas using multivariate statistical analyses and to suggest customized management strategies to each areal type. Using field survey data set in Seoul, 49 sample debris hazard zones are selected. Clustering and discriminant analyses show that debris flow hazard zones are classified into two types. Surrounding land use and land slope are major factors influencing to the categorization. The results suggest that, by considering the characteristics of each areal type, more customized management strategies for debris flow hazard are necessary. Particularly, in addition to traditional structural measures, non-structural measures including land use and development control for downstream built-up areas should be emphasized in urbanized areas to mitigate human and property damages from debris flow hazard more fundamentally.

LC/MS-based metabolomics approach for selection of chemical markers by domestic production region of Schisandra chinensis (오미자(Schisandra chinensis)의 국내 산지별 화학적마커 선정을 위한 LC/MS 기반의 대사체학 접근법)

  • In Seon Kim;Seon Min Oh;Ha Eun Song;Doo-Young Kim;Dahye Yoon;Dae Young Lee;Hyung Won Ryu
    • Journal of Applied Biological Chemistry
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    • v.66
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    • pp.467-476
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    • 2023
  • Schisandra chinensis (S. chinensis) is a deciduous broad-leaved cave plant belonging to the Schisandraceae family and is widely distributed in East Asia including Korea, Japan, China, and Taiwan. It has been reported that the main components contained in S. chinensis include lignan compounds and triterpenoid compounds. To distinguish the characteristics of S. chinensis by production region of Korea, a discriminant was established by performing metabolite profiling and principal component analysis, a multivariate statistical analysis technique. As a result, 16 types of triterpenoids, 9 types of lignan, and 1 type each of flavonoid, phenylpropanoid, and fatty acid were identified. In addition, through multivariate statistical analysis, it was confirmed that the four groups in Danyang, Moongyeong, Geochang, and Pyeongchang were divided, by applying the s-plot model of orthogonal partial least squares discriminant analysis. Biomarkers were identified: lanostane, cycloartane, schiartane triterpenoid, and dibenzocyclo-octadiene lignan were identified as chemical markers, respectively.

A STUDY ON THE RACIAL CLASSIFICATION OF ASIAN CHUM, ONCORHYNCHUS KETA(WALBAUM) BASED ON SCALE CHARACTERISTICS (인상(鱗相)에 의한 아시아계 백연어, Oncorhynchus keta(Walbaum)의 계통판정에 관한 연구)

  • KANG Yong Joo
    • Korean Journal of Fisheries and Aquatic Sciences
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    • v.7 no.2
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    • pp.91-97
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    • 1974
  • Two scale characters, the width ana circuli counts of the first-year band, were used in a discriminant function analysis to see how effectively the two scale characters would separate geographical chum stocks from the western North Pacific. A total of 476 scale samples were taken from spawning adults which ascended to rivers of Hokkaido, Japan, in 1956, and Kamchatka, the U.S.S.R., in 1957. The scale characters were examined for conformity to the statistical requirements of a discriminant function. As a result of the examinations the two characters were verified to be able to be used in a discriminant function analysis that would classify chum taken on the high seas to most Probable origin. A discriminant function computed using the two characters correctly classified 78.5 percent of the Hokkaido and Kamchatka chum fish. Of the two characters the number of the circuli could alone classify fish to its origin with nearly the same probability of correct classification as the discriminant function based on the two characters can.

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A longitudinal association analysis between the diffusion of ICT and the spatial concentration of plastic surgery clinics in Gangnam-Gu (ICT 확산과 성형외과의 강남구 집중화 현상사이의 종단적 연관성 분석-웹 속성을 중심으로)

  • Cho, Yeong Bin;Lee, Seok Kee
    • Journal of Digital Convergence
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    • v.12 no.11
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    • pp.123-131
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    • 2014
  • The concentration phenomenon in physical space has taken place along with the proliferation of ICT in South Korea, especially the concentration in Gangnam_Gu district of plastic surgery clinics. In this study, we examine longitudinally whether the proliferation of ICT is related with the concentration in the physical space: focused plastic surgery clinics in Gangnam_Gu district. To do this, we extend the previous study(Cho and Choi, 2012). We examine the homogeneity between websites of plastic surgery clinics in Gangnam_Gu and those besides Gangnam_Gu plastic surgery's website. Multiple Discriminant Analysis (MDA) technique is mainly used for this analysis. The 401 sample websites in 5 years from 2006 to 2011 are mainly investigated. As a result, plastic surgery websites in Gangnam_Gu are not homogeneous than those of elsewhere with significance during 5 years consistently. Therefore, we can conclude that the expansion of ICT has an association with the spatial concentration of plastic surgery in Gangnam_Gu.

Predictive Efficacy of Radioisotope Voiding Cystography for Renal Outcome (방사성동위원소 배뇨방광촬영술의 신장예후 예측성능)

  • Kim, Seok-Ki;Lee, Dong-Soo;Kim, Kwang-Myeung;Choi, Whang;Chung, June-Key;Lee, Myung-Chul
    • The Korean Journal of Nuclear Medicine
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    • v.34 no.2
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    • pp.135-143
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    • 2000
  • Purpose: As vesicoureteral reflux (VUR) could lead to renal functional deterioration when combined with urinary tract infection, we need to decide whether operative anti-reflux treatment should be performed at the time of diagnosis of VUR. Predictive value of radioisotope voiding cystography (RIVCG) for renal outcome was tested. Materials and Methods: In 35 children (18 males, 17 females), radiologic voiding cystoure-thrography (VCU), RIVCG and DMSA scan were performed. Change in renal function was evaluated using the follow-up DMSA scan, ultrasonography, and clinical information. Discriminant analysis was performed using individual or integrated variables such as reflux amount and extent at each phase of voiding on RIVCG, in addition to age, gender and cortical defect on DMSA scan at the time of diagnosis. Discriminant function was composed and its performance was examined. Results: Reflux extent at the filling phase and reflux amount and extent at postvoiding phase had a significant prognostic value. Total reflux amount was a composite variable to predict prognosis. Discriminant function composed of reflux extent at the filling phase and reflux amount and extent at postvoiding phase showed better positive predictive value and specificity than conventional reflux grading. Conclusion: RIVCG could predict renal outcome by disclosing characteristic reflux pattern during various voiding phases.

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Use of Discriminant Analysis to Identify Soil Quality Variation by Land Use (판별분석을 이용한 토지이용별 토양 특성 변화 연구)

  • Ko Kyung-Seok;Kim Jae Gon;Lee Jin-Soo;Kim Tack Hyun;Lee Gyoo Ho;Cho Choon Hee;Oh In Suk;Cheong Young Wook
    • Economic and Environmental Geology
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    • v.38 no.3 s.172
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    • pp.207-219
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    • 2005
  • The physical and chemical characteristics of soils in a small watershed were investigated and the effect of geology and land use on soil quality were examined by using multivariate statistical methods, principal components analysis and discriminant analysis. The soil developed from andesite had finer texture and higher contents of water extractable inorganic components, clay, and mafic minerals than the soil developed from granite. It is considered that the accumulation of salts in the farmland soils indicated by electrical conductivity, contents of cations and anions and pH was caused by fertilizer input during cultivation. The low contents of organic matter in the farmland soils was due to the enhanced oxidation of organic matter by tillage and by the harvest of crops. The contents of inorganic components are increased as following order: upland > orchard > paddy field > forest. The high contents of water soluble $SO_4\;^{2-}$ of paddy soils is due to the oxidation of sulfides mineral formed during the flooding period during the air-dry and extraction. The results of principal components analysis show the difference of soil quality was controlled by geology and land use. PCI indicate the input of fertilizer, mineral weathering and ion exchange reaction by application of nitrogenous fertilizers. The results of two discriminant analyses using water extractable inorganic components and their ratios by land use were also clearly classified by discriminant function 1 and 2. In discriminant analysis by components, discriminant function 1 indicated the effect of fertilizer application and increased as following order: upland > orchard > paddy field > forest soil. The investigated and predicted data for land use from discriminant analysis showed similar results. The discriminant analysis can be used as a useful method certifying the change of land use.

Bootstrap inference for covariance matrices of two independent populations (두 독립 모집단의 공분산 행렬에 대한 붓스트랩 추론)

  • 김기영;전명식
    • The Korean Journal of Applied Statistics
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    • v.4 no.1
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    • pp.1-11
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    • 1991
  • It is of great interest to consider the homogeniety of covariance matrices in MANOVA of discriminant analysis. If we lock at the problem of testing hypothesis, H : $\Sigma_1 = \Sigma_2$ from an invariance point of view where $\Sigma_i$ are the covariance matrix of two independent p-variate distribution, the testing problem is invariant under the group of nonsingular transformations and the hypothesis becomes H : $\delta_1 = \delta_2 = \cdots = \delta_p = 1$ where $\delta = (\delta_1, \delta_2, \cdots, \delta_p)$ is a vector of latent roots of $\Sigma$. Bias-corrected estimators of eigenvalues and sampling distribution of the test statistics proposed are obtained. Pooled-bootstrap method also considered for Bartlett's modified likelihood ratio statistics.

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