• Title/Summary/Keyword: Multiple Correspondence Analysis (MCA)

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INFLUENCE FUNCTIONS IN MULTIPLE CORRESPONDENCE ANALYSIS (다중 대응 분석에서의 영향 함수)

  • Hong Gie Kim
    • The Korean Journal of Applied Statistics
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    • v.7 no.1
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    • pp.69-74
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    • 1994
  • Kim (1992) derived influence functions of rows and columns on the eigenvalues obtained in correspondence analysis (CA) of two-way contingency tables. As in principal component analysis, the eigenvalues are of great importance in CA. The goodness of a two dimensional correspondence plot is determined by the ratio of the sum of the two largest eigenvalues to the sum of all the eigenvalues. By investigating those rows and columns with high influence, a correspondence plot may be improved. In this paper, we extend the influence functions of CA to multiple correspondence analysis (MCA), which is a CA of multi-way contigency tables. An explicit formula of the influence function is given.

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Analysis of Location Patterns for Protected Horticulture (시설원예의 입지유형 분석)

  • 황한철;이남호;전우정;남상운;홍성구
    • Magazine of the Korean Society of Agricultural Engineers
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    • v.40 no.2
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    • pp.92-101
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    • 1998
  • Location patterns of protected horticulture were analyzed using a multiple correspondence analysis(MCA). The analysis could be used in evaluating location suitability of protected horticulture. The location factors of the protected horticulture for MCA include land category, size of protected horticulture, land slope, topography, effictive soil depth, irrigation and drainage condition, distance from roads, and so forth. The results showed that there were three different location patterns of protected horticulture. The first pattern was characterized by their nearness to villages. The facilities of this pattern were mainly located near to residential area. The second pattern was of those found in plain area. The facilities of this pattern were large in scale and located in paddy field far from residential area. The facilities of the last pattern were small in scale and located on nonpaddy fields. They were mostly found in hilly or mountainous area.

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Improvement Implication of Research Lab Safety based on Multiple Correspondence Analysis of Accident-related Factors (사고 특성요인들의 다중대응분석에 기반한 연구실안전 개선 방안)

  • Hyeon Kyo Lim;Yun Tae Kim
    • Journal of the Korean Society of Safety
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    • v.39 no.1
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    • pp.104-113
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    • 2024
  • Unlike in general manufacturing process, safety management in laboratory-based research area is complicated because the latter generally involves trying untested methods or handling unusual substances in small amounts. Laboratory accidents in South Korea have recently shown an increasing trend. Unfortunately, statistics on such accidents are not officially published by any domestic public agencies. In this study, multivariate analysis was performed on the relationships between variables to develop effective strategies for preventing laboratory accidents. A Cross-Tabulation Analysis of accident-related factors in 179 accident cases revealed that the laboratory type, accident type, and unsafe-act type are all statistically significant, whereas the unsafe condition and management factors differ with the statistical criteria. Furthermore, the results of a Multiple-Correspondence Analysis showed that accidents can be divided largely into three groups having different accident causes and injury types; this confirms the necessity of different strategies to prevent accidents of each type. The findings also reveal differences between the distribution of accident types mentioned in the accident case collection books and actual reported cases. This suggests that an official statistical system administered by a public institution would be necessary for effective prevention of laboratory accidents.

CEP-CFP Relationship and Its Moderators : A Meta-analysis (환경성과와 재무성과 간의 관련성과 조절요인에 관한 메타분석)

  • Yook, Keun-Hyo
    • Journal of Environmental Policy
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    • v.13 no.1
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    • pp.25-47
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    • 2014
  • We examined the heterogeneity in the financial -environmental performance nexus, carrying out a meta-analysis of 48 outcomes from 26 empirical studies. Multiple correspondence analysis (MCA) was performed in this study to facilitate the analysis of the structural relationship among an array of study characteristics. As expected, the results of analyzing the multiple studies of the general corporate environmental performance and financial performance link suggested a significant positive relationship. Some of the results of the moderator analysis suggest that empirical studies using self-reporting measurement and structural equation method benefited from environmental performance as much as or more than the archival and regression method.

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Bienestar Sustentable y su Medición. Ensayo para América Latina.

  • Perdomo, Jhoner;Phelan C, Mauricio;Levy-Carciente, Sary
    • Iberoamérica
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    • v.23 no.1
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    • pp.33-77
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    • 2021
  • Starting from the capabilities approach, this work develops the concept of Sustainable Wellbeing, which highlights the importance of incorporating temporal sustainability in the analysis of wellbeing, with intergenerational justice. For its measurement, 12 dimensions are identified and defined, based on the philosophical approach of Central Capabilities of Martha Nussbaum. The measurement is applied to 18 Latin American countries, with 116 indicators and using a multiple correspondence analysis (MCA). The results show the viability of operationalizing the capabilities approach and its potential to support the formulation of associated policies.

Modeling of a Software Vulnerability Identification Method

  • Diako, Doffou jerome;N'Guessan, Behou Gerard;ACHIEPO, Odilon Yapo M
    • International Journal of Computer Science & Network Security
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    • v.21 no.9
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    • pp.354-357
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    • 2021
  • Software vulnerabilities are becoming more and more increasing, their role is to harm the computer systems of companies, governmental organizations and agencies. The main objective of this paper is to propose a method that will cluster future software vulnerabilities that may spread. This method is developed by combining the Multiple Correspondence Analysis (MCA), the Elbow procedure and the Kmeans Algorithm. A simulation was done on a dataset of 15713 observations. This simulation allowed us to identify families of future vulnerabilities. This model was evaluated using the silhouette index.

Analysis Study on the use of Frequency and the Cooking Method of Leaf and Stem Vegetables in High School Foodservice (고등학교 급식식단의 엽경채류 식재료 사용 빈도 및 조리방법 분석 연구)

  • Min, Ji-Hyeon;Lee, Jong-Kyung;Kim, Hyun-Jung;Yoon, Ki-Sun
    • Journal of Food Hygiene and Safety
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    • v.31 no.4
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    • pp.250-257
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    • 2016
  • This study was conducted to extract the factors affecting the microbial safety of leaf and stem vegetables in the high school foodservice and to provide information for supplying the safe foodservice menu. The lunch and dinner menu (1,945 data) of the total 6 high schools at the Central and the South Region in March, June, September, and December were collected. The frequency analysis and the multiple correspondence analysis (MCA) based on the 3 factors (potentially hazardous food (PHF), leafy and stem vegetables in the menu, the cooking methods) were conducted. The most frequent PHF was the menu of blanched vegetables, salads, seaweeds and fried chicken. The most frequent consumed leaf and stem vegetables were spinach, chive, lettuce, Western cabbage, perilla leaf, iceberg lettuce, chicory, leek and broccoli. MCA based on the leaf and stem vegetables, the region, and the cooking method (cooked/non-cooked) showed that garlic stem and spinach were more used in the Central Region, while water drop-wort were more used in the South Region. Iceberg lettuce, Bok choy and leek were included frequently in the PHF menu. Plant products frequently used in PHF menu requires the food safety system such as Good Agricultural Practice (GAP) to reduce the microbial risk. The menu database according to raw materials based on cooking methods (heating or mixing) as well as the development and verification of menu based on the microbial safety will be contributed to provide the safer foodservice menu.

A Study on Coffee Shop Brands Image Positioning by Store Personality Scale (점포개성 척도를 이용한 커피전문점 브랜드 이미지 포지셔닝)

  • Lee, Dong-Han;Lee, Chang-Joo;Lee, Hyung-Keun
    • The Korean Journal of Franchise Management
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    • v.4 no.1
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    • pp.25-53
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    • 2013
  • The coffee shop market in Korea has been rapidly increased in quantitative terms over 10 years since the time when Starbucks opened their first shop in 1999. In recent years, the mature market characteristics that the serious competition of the coffee shop brands make the difference in taste or service reduce has been shown in that market. It's important to build the differentiated brand image for the differentiation of products and services and obtaining a price premium in serious competitive mature market. This study presented practical implications based on the results of empirical analysis of current positioning using 'Store Personality Scale.

The Understanding of Retailing Competition Structure (소매점 유통경쟁구조의 이해)

  • Park, Seong-Yong;Shin, Ji-Yong
    • Korean Business Review
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    • v.13
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    • pp.107-132
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    • 2000
  • The entry of large discount stores such as E-mart, LG mart, Magnet etc. into small cities have had a profound impact on the business of small-sized retailers. Now, it becomes the matter of survival for small-sized retailers and it is almost impossible to reverse those trends. Without satisfying consumers' various needs and wants, retailers can not survive. Therefore, it is extremely important to understand retail competition from the perspective of consumers in order for retailers to survive in the turbulent environment. The previous research studies on retail competition have focused on the comparison among different types of retailers with respect to strategic retail mix variables. However, they do not consider the competitive aspects of consumers' sides. In addition, we do not fully understand the meaning of "shopping." Shopping means hedonic shopping as well as utilitarian shopping. Utilitarian aspects are important but consumers also prefer' hedonic aspects too. That is the reason that traditional retailers such as small-sized retailers can not compete with modem and large retailers. We use three different methods to identify the macro and competitive structure. of retailing with respect to shopping. Factor analysis, multidimensional scaling, and multiple correspondence analysis are used to produce perceptual mapping of retail competition. Department store and large discount store are identified as close competitors but both might have an indirect impact on small-sized retailers through demand shift toward high end retailers.

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