• Title/Summary/Keyword: 다차원척도분석

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Connection Strategies between Port and City functions - Focused on the case of Incheon - (항만과 도시기능의 연계 방안에 관한 연구 - 인천의 사례를 중심으로 -)

  • Lee, Tae-Hwee;Yeo, Gi-Tae
    • Journal of Navigation and Port Research
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    • v.36 no.1
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    • pp.75-80
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    • 2012
  • The aim of this paper is to draw out the connection strategies between port and city functions. The case study was made on the port city of Incheon using Multidimensional Statistics(MDS) which groups 18 port cities targeted into two or more categories. The used factors inserted into the methodology were container cargo volumes, population, area of the city, number of liner calling, Relative Concentration Index(RCI). As results, Yokohama was identified as the best port city which can possibly give the meaningful guideline to Incheon port. The port-city is superior to that of Incheon in the area of port hinterland and varieties of business models. The port-city also has consistent policies on improvement of port and city functions.

Affective Responses to ASMR Using Multidimensional Scaling and Classification (다차원척도법과 분류분석을 이용한 ASMR에 대한 정서표상)

  • Kim, Hyeonjung;Kim, Jongwan
    • Science of Emotion and Sensibility
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    • v.25 no.3
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    • pp.47-62
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    • 2022
  • Previous emotion studies revealed the two core affective dimensions of valence and arousal using affect-eliciting stimuli, such as pictures, music, and videos. Autonomous sensory meridian response (ASMR), a type of stimuli that has emerged recently, produces a sense of psychological stability and calmness. We explored whether ASMR could be represented on the core affect dimensions. In this study, we used three affective types ASMR (negative, neutral, and positive) as stimuli. Auditory ASMR videos were used in Study 1, while auditory and audiovisual ASMR videos were used in Study 2. Participants were asked to rate how they felt about the ten adjectives using five-point Likert scales. Multidimensional scaling (MDS) and classification analyses were performed. The results of the MDS showed that distinctions between auditory and audiovisual ASMR videos were represented well in the valence dimension. Additionally, the results of the classification showed that affective conditions within and across individuals for within- and cross-modalities. Thus, we confirmed that the affective representations for individuals could be predicted and that the affective representations were consistent between individuals. These results suggest that ASMR videos, including other affect-eliciting videos, were also located in the core affect dimension space, supporting the core affect theory (Russell, 1980).

정서관련 어휘 분석을 통한 내적 상태의 차원 연구

  • 김영아;김진관;박수경;오경자
    • Proceedings of the Korean Society for Emotion and Sensibility Conference
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    • 1997.11a
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    • pp.209-214
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    • 1997
  • 본 연구에서는 한국어의 정서관련 어휘분석을 통하여 내적체계의 차원을 알아보고자 하였다. 이를 위해, 연구1에서는 내적경험을표현하는 데 자주 쓰이는 어휘들을 자유연상을 통해 100개를 선정하고 유사성과 빈도평가작업을 통해 대표성을 갖는다고 판단되는 어휘22개를 선정하였다. 22개의 쌍별유사성을 7점척도로 평정한 자료를 다차원분석한 결과, 1차원(63%)은 쾌/불쾌, 2차원(25%)은 각성수준으로 해석될 수 있었고, 이는 기존의 차원모형의 주장과 거의 유사한 결과였다. 다른 어휘목록을 사용하였을 때의 결과와 비교하기 위해, 연구 2에서는 표정을 보고 정서를 추론하는 실험을 통해 자주 언급된 단어를 빈도순으로 22개 선정하였다. 이를 이용하여 같은 방법으로 다차원분석한 결과 연구 3에서는 연구 1,2의 어휘목록이 전체 내적체계의 차원 공간에서 차지하는 상대적인 위치를 비교하기 위해, 두 어휘목록을 포함한 83개 내적체계의 단어를 차원평정시켜 분석하였고, 연구결과가 차원모형에서 갖는 시사점이 논의 되었다.

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A review on the t-distributed stochastic neighbors embedding (t-SNE에 대한 요약)

  • Kipoong Kim;Choongrak Kim
    • The Korean Journal of Applied Statistics
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    • v.36 no.2
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    • pp.167-173
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    • 2023
  • This paper investigates several methods of visualizing high-dimensional data in a low-dimensional space. At first, principal component analysis and multidimensional scaling are briefly introduced as linear approaches, and then kernel principal component analysis, self-organizing map, locally linear embedding, Isomap, Laplacian Eigenmaps, and local multidimensional scaling are introduced as nonlinear approaches. In particular, t-SNE, which is widely used but relatively unfamiliar in the field of statistics, is described in more detail. We also present a simple example for several methods, including t-SNE. Finally, we provide a review of several recent studies pointing out the limitations of t-SNE and discuss the future research problems presented.

A Comparison of Two Research Methods on Human Sensibility Using Adjectives (형용사를 이용한 주관적 감성 연구의 두 방법 비교)

  • 신미경;민병찬;정순철;박미경;민병운;남경돈;김수진;김준수
    • Proceedings of the Korean Society for Emotion and Sensibility Conference
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    • 2000.11a
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    • pp.7-12
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    • 2000
  • 본 연구는 형용사를 이용한 향의 이미지 구조 연구에서 자극을 사용한 경우와 향을 제시하지 알은 두 경우를 비교하였다. 자극을 제시한 실험에서는 피험자에게 5가지의 향 자극을 주고 각 향에 대한 이미지를 25개의 형용사에 대하여 7점 척도로 표시하도록 하였다. 자극을 제시하지 않은 실험은 쌍 비교법을 사용하여 형용사를 두개 씩 쌍을 지워 제시하고 두 형용사가 유사한 정도를 7점 척도로 나타내게 하였다. 두 자료를 다차원 척도 (MDS), 군집분석, 상관관계를 이용하여 분석을 실시하여 비교하였다. 결론적으로 향의 이미지 구조는 자극 제시여부에 따라 구조적이며 근본적인 차이가 없음이 밝혀졌다. 그러나 자료 분포의 밀집정도에 따른 지엽적인 차이는 있었으며 이러한 차이는 두 경우에 적용되는 기억이, 단기기억과 장기기억으로, 다르다는 점에서 기인되는 것이 라고 판단되었다.

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Validation of the Korean Version of the Lesbian, Gay, and Bisexual Identity Scale (한국판 동성애자/양성애자 다차원 정체성 척도 타당화)

  • Lee, Sojeong;Kim, Eunha
    • Korean Journal of Culture and Social Issue
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    • v.28 no.2
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    • pp.133-161
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    • 2022
  • The purpose of this study was to translate and validate the Lesbian, Gay, and Bisexual Identity Scale(LGBIS), which is a scale measuring the multidimensional identities of sexual minorities. For this, we conducted an exploratory factor analysis using a sample of 201 LGBs(homosexuals and bisexuals). Identical to the original scale, eight factors were extracted from the translated scale(i.e., concealment motivation, identity uncertainty, internalized homonegativity, difficult process, acceptance concerns, identity superiority, identity centrality, and identity affirmation), but one item was removed. In addition, the reliability coefficients of the eight factors except for concealment Motivation were satisfactory. The Confirmatory factor analysis revealed that the 8-factor model had a good fit to the data. Finally, to verify the criterion validity, correlation among each eight factor and the scales measuring the identity related scale and the psychological-functioning scale were analyzed. In conclusion, the Korean version of the LGBIS consists of 8 factors and 26 items in total. Also it was found to be a valid measure for LGBS in Korea as well.

Life Satisfaction Scale for Elderly : Revisited (구조적 차원성 탐색을 통한 '노인 생활 만족도 척도'의 재발견: 최성재의 '노인 생활 만족도 척도'를 중심으로)

  • Choi, Hye-Ji;Lee, Young-Boon
    • Korean Journal of Social Welfare
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    • v.58 no.3
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    • pp.27-49
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    • 2006
  • The purpose of the present study was to investigate dimensionality and psychometric properties of identified theoretical constructs of the 'Life Satisfaction Scale for Elderly(LSSE)', which was developed by Choi, Sung-Jae in 1986. Data was obtained from 'The survey of health and welfare status of the elderly aged 65 or older in Chung-Choo city'. The subjects were 275 elderly. Results showed that LSSE had a multi-dimensional structure with three theoretical constructs. Each theoretical construct was named as 'positive affect and subjective satisfaction', 'negative self image and affect', and 'self-value'. Three theoretical constructs had high levels of reliability and validity based on internal construct. 'Positive affect and subjective satisfaction' and 'negative self image and affect' showed high levels of convergent and discriminant validity. 'Self-value' had a high level of convergent validity but acceptable level of discriminant validity. Results of this study revealed that there was a difference in theoretical dimensionality of LSSE between this study and Choi's study, which explained the dimensionality of LSSE as a single dimension. However, the result of this study regarding theoretical dimensionality supported findings from existing studies which insisted that life satisfaction had a multi-dimensional structure.

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Enhancing the corporate image through social media: An approach based on multi-dimensional scaling (다차원척도법에 의한 기업이미지 제고를 위한 소셜미디어 활용방안)

  • Kim, Suhyun;Lee, Hanjun;Suh, Yongmoo;Han, Jinyoung
    • Journal of the Korean Data and Information Science Society
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    • v.24 no.3
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    • pp.427-436
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    • 2013
  • Social media is drawing attention among companies for its potential as a marketing tool. There are many types of social media and their characteristics are varied, and thus choosing the appropriate social media considering the purpose of the company is important. In this paper, we conduct comparative analysis on the popular social media such as Facebook, Twitter, Naver blog, Youtube, Cyworld and Me2day using multidimensional scaling method. The result shows that there are differences in the effectiveness of enhancing diverse dimensions of corporate image among social media. This result can be used in developing social media based marketing strategy.

A Study on the Classification of Jeokbyeok-ga's Version by the Computer Analysis Technique of Bibliographies (컴퓨터 문헌 분석 기법을 활용한 <적벽가> 이본의 계통 분류 연구)

  • Lee, Jin-O;Kim, Dong-Keon
    • The Journal of the Korea Contents Association
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    • v.19 no.6
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    • pp.1-9
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    • 2019
  • The purpose of this study is to examine the system of the Jeokbyeok-ga's version using the Computer analysis technique of bibliographies and to examine the achievements of the Jeokbyeok-ga's version studies. First, in order to provide basic data for analysis, a raw corpus was constructed for 46 species of Jeokbyeok-ga. Through this, the common narrative units of the Jeokbyeok-ga were identified as 5 layers, and thus 146 individual paragraphs could be extracted. Based on the encoded corpus, we tried to measure the similarity and the distance between the two. Next, we applied the Multidimensional scaling method, Hierarchical cluster analysis and Cladistic analysis method of the system to confirm the distribution of versions group and it was possible to visually grasp the distance between versions and the system of the work. As a result of analyzing Computer analysis technique of bibliographies, it was found that version's group of the Jeokbyeok-ga was divided into a Wanpan(完板) series and Changbon(唱本) series. Also, it was possible to examine the influence relationship between the Pansori's traditions and transmission.

The Analysis of Learners' Perception of Mobile Learning Materials (모바일 학습 자료에 대한 학습자 인식 분석)

  • Han, Hyeong-Jong
    • The Journal of the Korea Contents Association
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    • v.20 no.3
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    • pp.452-461
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    • 2020
  • The purpose of this study is to identify how learners perceive mobile technology-based learning materials. For this purpose, two methods were utilized. Using multi-dimensional scale(MDS), it was identified that how learners perceive each type of learning materials using mobile technology. Through semantic differential scale(SDS), learners' perception of the difference between mobile learning materials and existing traditional learning materials was analyzed. As a result, learning materials using mobile technology were classified into as follows : the dimension of interaction with the content; the sense of presence. Learners perceived that mobile learning materials had characteristics of 'active', 'learner-centric', 'multi-sensory', and 'stimulating interest'. The significance of this study was to empirically and comprehensively investigate learners' perception for the characteristics of various mobile learning materials.