• Title/Summary/Keyword: K-mean cluster analysis

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Segmentation of the Home Meal Replacement Product Market by Food-Related Lifestyle of Japanese Consumers (일본소비자의 식생활라이프스타일에 따른 HMR 제품 시장세분화)

  • Park, Si-Eun;Yi, Na-Young;Hong, Wan-Soo
    • Korean journal of food and cookery science
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    • v.32 no.4
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    • pp.492-502
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    • 2016
  • Purpose: The purposes of this study were to identify the segments of the Home Meal Replacement (HMR) market according to food-related lifestyle of Japanese consumers, and to investigate its demographic characteristics, the HMR purchase status and needs of new HMR product development. Methods: A total of 2,720 domestic consumers living in Japan were surveyed using a self-administered questionnaire and 488 responses were returned. Excluding responses with significant missing data, 467 responses were used for data analysis. Results: As a result of cluster analysis, three consumer segments were identified. The diet-highly concerned segment had the highest food-related lifestyle score, followed by the diet-moderately concerned segment, and the diet-unconcerned segment (p<0.001). A significant difference in demographic characteristics among the three segments was found with respect to the type of residence (p<0.05). There were significant differences in the main place (p<0.01) and average expense (p<0.001) for HMR purchases by food-related lifestyle segments. In the case of new HMR products that need further development, 'low-sodium products' had the highest demand scores in all three segments. In the diet-highly concerned segment, the mean scores of demand for new products were significantly higher than those in the other segments (p<0.001). Conclusion: The findings of this study can be used to develop new products for the Japanese' HMR market. The segments identified in this study should be updated and revised regularly to reflect changes in the characteristics of each food-related lifestyle segment.

RAPD Polymorphism of Xanthoceras sorbifolium Bunge from Three Plantations of China (중국 3곳 문관나무 재배집단의 RAPD 다형성)

  • An, Chanhoon;Lee, Hyunseok;Yin, Zhiyang;Yi, Jae-Seon
    • Journal of Forest and Environmental Science
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    • v.28 no.4
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    • pp.242-246
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    • 2012
  • The variation in random amplified polymorphic DNA (RAPD) markers were examined for Xanthoceras sorbifolium Bunge seeds from three plantations (Inner Mongolia [IM], Liaoning [LN], and Shandong [SD] province) in China. Mean genetic variation was measured by polymorphism percentage (42.10%) and expected heterozygosity (He=1.27). Among three populations, Shandong showed the highest values both in polymorphism percentage and heterozygosity (p=57.89; Ho=1.58; and He=1.37). Total genetic diversity value, based on the total loci, was estimated as total genetic diversity of the species (Ht)=0.27 and mean within-population genetic diversity (Hs)=0.16. UPGMA cluster analysis showed the genetic closeness between Inner Mongolia and Liaoning population, but that Shandong seems to be the separate population.

Assessment of Population Structure and Genetic Diversity of 15 Chinese Indigenous Chicken Breeds Using Microsatellite Markers

  • Chen, Guohong;Bao, Wenbin;Shu, Jingting;Ji, Congliang;Wang, Minqiang;Eding, Herwin;Muchadeyi, Farai;Weigend, Steffen
    • Asian-Australasian Journal of Animal Sciences
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    • v.21 no.3
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    • pp.331-339
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    • 2008
  • The genetic structure and diversity of 15 Chinese indigenous chicken breeds was investigated using 29 microsatellite markers. The total number of birds examined was 542, on average 36 birds per breed. A total of 277 alleles (mean number 9.55 alleles per locus, ranging from 2 to 25) was observed. All populations showed high levels of heterozygosity with the lowest estimate of 0.440 for the Gushi chickens, and the highest one of 0.644 observed for Wannan Three-yellow chickens. The global heterozygote deficit across all populations (FIT) amounted to 0.180 (p<0.001). About 16% of the total genetic variability originated from differences between breeds, with all loci contributing significantly to this differentiation. An unrooted consensus tree was constructed using the Neighbour-Joining method and pair-wise distances based on marker estimated kinships. Two main groups were found. The heavy-body type populations grouped together in one cluster while the light-body type populations formed the second cluster. The STRUCTURE software was used to assess genetic clustering of these chicken breeds. Similar to the phylogenetic analysis, the heavy-body type and light-body type populations separated first. Clustering analysis provided an accurate representation of the current genetic relations among the breeds. Remarkably similar breed rankings were obtained with all methods.

Redescription and Multivariate Analysis of Genus Phintella (Araneae, Salticidae) from Korea (한국산 Phintella속(거미목, 깡충거미과)의 재기재와 다변량분석)

  • Bo-Keun Seo
    • Animal Systematics, Evolution and Diversity
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    • v.11 no.2
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    • pp.183-197
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    • 1995
  • Description and identifications of 6 species belonging to genus Phintella from Korea are in insufficient and inaccurate situation. In the present paper, redescriptions illustrations and identification key are provided for 7 species of genus Phintella including P. popovi newly recorded in Korean spider fauna, and Ocius munitus described by Wesolowska (1981s) was synonymized to P.cavaleriei. For the author's identiication and pairing to be valid multivariate analysis was performed with 13 RVCs below STD 0.05 to 134 individuals. The result of discriminant analysis carried out with 13 RVCs of 134 individuals was not satisfactory, but cluster analysis performed with mean ratio values of 14 OTUs to 13 RVCs showed the same result with author's pairing except P.abnormis , which has larger dissimilarity than the pairs of the others. So pairing of 7 species was possible as a whole because one species only failed in pairing , even though this is imperful result. This method to be helpful to pairing test and identification if it were to improve.

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Genetic Variation in the Selected Populations of Hovenia dulcis var. koreana Nakai. Based on RAPD Analysis

  • Kim Sea-Hyun;Han Jin-Gyu;Chung Hun-Gwan;Cho Yoon-Jin;Park Hyung-Soon
    • Plant Resources
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    • v.8 no.3
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    • pp.293-299
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    • 2005
  • This study used RAPD markers to assume genetic diversity and variation in selected populations of Hovenia dulcis var. koreana. Ratio of polymorphic RAPD markers were 93.4% in selected populations of Hovenia dulcis Thunb., difference of genetic structure among populations and within populations showed 16.45%, 83.55%, respectively in amount of total genetic variation of 4 populations. Total gene diversity($H_T$) that show genetic diversity appeared 0.313 and coefficient of gene differentiation($G_{ST}$) that compare genetic differentiation of populations appeared 0.1645, analysis of AMOVA for variation among populations and within populations was significantly different (P<0.001). Genetic diversity of whole populations showed that 12.44% difference among population and 87.56% difference within populations. As a result, difference within populations was larger than difference among populations in genetic diversity. Nei's genetic distance and cluster analysis appeared that mean genetic distance among populations was 0.076, thus dividing two main groups and geographic relationship did not show in populations.

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ECOREGION CLASSIFICATION WITH CLIMATE FACTORS AND FOREST FIRE

  • Shin, Joon-Hwan
    • Proceedings of the Korean Quaternary Association Conference
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    • 2002.12a
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    • pp.94-95
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    • 2002
  • South Korea is divided into five ecoprovinces and sixteen ecoregions. The criteria for ecoprovince classification are ecosystem connectivity and cultural homogeneity. Ecoregions are classified by cluster analysis. The variables used in the analysis are latitude, longitude, seasonal mean temperature, and seasonal precipitation. The large forest fires occurred in the specific ecoregions including Kangwon coastal ecoregion, WoolYoung coastal ecoregion, Hyungsan Taehwa coastal ecoregion, Upper Nagdong river basin ecoregion and Southeastern inland ecoregion. The largest forest fire in the korean history occurred in Kangwon coastal ecoregion in the year 2000. The fire devastated the forestland over 25,000ha. Korea Forest Service, Ministry of Environment, Province Kangwon and NGO organized an investigation committee for the restoration of the burnt area. The committee suggested restoration principles and also forged a restoration strategy of the Kangwon burnt area.

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Anger Expression Type and Mental Health in Middle Aged Women (중년여성의 분노표현 유형과 정신건강)

  • Choi, Il-Rim
    • Journal of Korean Academy of Nursing
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    • v.39 no.4
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    • pp.602-612
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    • 2009
  • Purpose: The purpose of this study was to identify type of anger expression and mental health in middle aged women. Methods: From August to October 2005, survey data were collected by using the State Trait Anger Expression Inventory and Symptom Check List-90-Revision (SCL). Participants (1,442) were classified into four types of anger expression by K-mean cluster analysis. For collecting interview data for content analysis, 18 participants (4-5 participants from each type of anger expression) were recruited. The interview data were collected between March and September 2006. Results: The average score of the state anger of middle-aged women was 11.95, and that of the trait anger was 18.75. The average anger expression scores were 12.72 for Anger-In, 13.45 for Anger-Out, and 18.51 for Anger-Control. The average SCL scores were 45.03 for somatization, 42.23 for obsessive-compulsiveness, 42.44 for interpersonal sensitivity, 42.45 for depression, 42.40 for anxiety, 42.62 for hostility, 44.44 for phobic anxiety, 43.65 for paranoid ideation, and 43.08 for psychoticism. The anger expression types identified in this study were 1) anger-out in secret, 2) anger-control with a patience, 3) anger-out with suppression, and 4) low anger expression type. The psychosomatic symptom scores were the highest in type III (anger-out with suppression), and the lowest in type IV (low anger expression type). Conclusion: This study can be helpful in assisting middle aged women to control their anger effectively and may contribute to the improvement of their mental health.

Effect of Climate Change on the Tree-Ring Growth of Pinus koraiensis in Korea (기후변화가 잣나무의 연륜생장에 미치는 영향 분석)

  • Lim, Jong Hwan;Chun, Jung Hwa;Park, Ko Eun;Shin, Man Yong
    • Journal of Korean Society of Forest Science
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    • v.105 no.3
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    • pp.351-359
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    • 2016
  • This study was conducted to analyze the effect of climate change on the tree-ring growth of Pinus koraiensis in Korea. Annual tree-ring growth data of P. koraiensis collected by the $5^{th}$ National Forest Inventory were first organized to analyze yearly growth patterns of the species. When tree-ring growth data were analyzed through cluster analysis based on similarity of climatic conditions, five clusters were identified. Yearly growing degree days and standard precipitation index based on daily mean temperature and precipitation data from 1951 to 2010 were calculated by cluster. Using the information, yearly temperature effect index(TEI) and precipitation effect index(PEI) by cluster were estimated to analyze the effect of climatic conditions on the growth of the species. Tree-ring growth estimation equations by cluster were developed by using the product of yearly TEI and PEI as independent variable. The tree-ring growth estimation equations were applied to the climate change scenarios of RCP 4.5 and RCP 8.5 for predicting the changes in tree-ring growth by cluster of P. koraiensis from 2011 to 2100. The results of this study are expected to provide valuable information necessary for estimating local growth characteristics of P. koraiensis and for predicting changes in tree-ring growth patterns caused by climate change.

Statistical Relations between Benthic Macroinvertebrate Distribution and Water Quality at Pungyeongjeong Stream in the Urban Region (도심하천인 풍영정천에서 저서성 대형무척추동물 분포와 수질과의 통계적 관계 분석)

  • Yoon, Sang-Hoon;Yang, Yoon-Cheol;Seo, Gwang-Yeob;Cho, Young-Gwan
    • Journal of Korean Society on Water Environment
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    • v.34 no.2
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    • pp.164-172
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    • 2018
  • This study aims to determine the community patterns of benthic macroinvertebrates and analyze the relationship between the communities and the water quality in the Pungyeongjeong Stream. We collected the samples four times by season. The number of species was 28 and the dominant species were Cheumatopsyche brevilineata, Hydropsyche kozhantschikovi, Baetis fuscatus, Chironomidae spp., and so on. The range of the dominant index was 0.54 to 0.93 and the mean was 0.77. The range of the diversity index was 0.94 to 2.54, and of the mean index it was 1.75. The ratio of filtering-collectors and clingers got lower, but the ratio of gathering-collectors and sprawlers got higher as collection progressed from the upper stream to the lower stream. The results of the Pearson correlation analysis showed COD, SS, TOC and total coliforms were highly related with biotic indices of benthic macroinvertebrates. The results of cluster analysis and non-metric multidimensional scaling ordination showed that the survey sites and periods were divided into three groups. The survey sites were divided into upper stream and middle-lower stream. The survey periods were divided into winter season and other seasons. Distribution of benthic macroinvertebrates showed some characteristics according to various influence factors; however long-term and regular investigations were thought to need analysis and prediction with various statistical methods.

Relative Risk of Dietary Patterns and Other Obesity Factors in Korean Males above 40 Years of Age (한국 40세 이상 남성의 식이패턴과 비만 요인들의 상대적 위험도)

  • Kwock, Chang Keun;Park, Junhyung;Lee, Min A;Kim, Eun Mi
    • Journal of the Korean Society of Food Science and Nutrition
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    • v.42 no.11
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    • pp.1753-1758
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    • 2013
  • A debate over the association between dietary patterns and obesity is not settled in the literature. Some studies suggest that there are significant differences in the mean body mass index (BMI) across dietary patterns, while others refute the result. Therefore, we extended this line of study to examine whether the influence of dietary pattern is strong enough to affect the incidence of obesity based on the criterion, BMI=25. We identified 3 dietary patterns using a cluster analysis of food intake data obtained from the food frequency survey conducted as a part of Korean genome epidemiologic study: 'variety', 'unrefined grain', and 'rice' dietary patterns. A Cox Hazard regression result showed that the all the dietary pattern variable parameters were not significant. Hence, it was concluded that the dietary patterns do not affect the incidence of obesity under the control of variables, such as age, energy intake, and etc.