• Title/Summary/Keyword: 다차원 회귀분석

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An analysis of export deterring and facilitating factors with multidimensional scaling in Korean small and medium sized export companies (다차원척도법을 이용한 중소수출기업의 수출애로요인과 촉진요인 분석)

  • Hwang, Sun-Dai;Lee, Ki-Woong
    • International Commerce and Information Review
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    • v.15 no.3
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    • pp.135-153
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    • 2013
  • This study aims to investigate the overall relationship between the deterring and facilitating factors in export activities of the small and medium export companies. Nine export deterring factors are analyzed by multinational dimensional scaling(MDS) method to identify key dimensions underlying those factors. Perceptual mapping shows that some factors such as brand image, operating capital and e-trade infra are found similar in its degree of difficulties in export activities. Regression analysis shows that government export promotion measures might play an effective export facilitating factors to ease the export deterring factors like market information and manufacturing skill. Whereas difficulties arising from e-trade infra, operating capital, and brand image might be eliminated by internal competency of company, difficulties from distribution channel might be lessened by overseas orientation of chief executive of company.

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Big Data News Analysis in Healthcare Using Topic Modeling and Time Series Regression Analysis (토픽모델링과 시계열 회귀분석을 활용한 헬스케어 분야의 뉴스 빅데이터 분석 연구)

  • Eun-Jung Kim;Suk-Gwon Chang;Sang-Yong Tom Lee
    • Information Systems Review
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    • v.25 no.3
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    • pp.163-177
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    • 2023
  • This research aims to identify key initiatives and a policy approach to support the industrialization of the sector. The research collected a total of 91,873 news data points relating to healthcare between 2013 to 2022. A total of 20 topics were derived through topic modeling analysis, and as a result of time series regression analysis, 4 hot topics (Healthcare, Biopharmaceuticals, Corporate outlook·Sales, Government·Policy), 3 cold topics (Smart devices, Stocks·Investment, Urban development·Construction) derived a significant topic. The research findings will serve as an important data source for government institutions that are engaged in the formulation and implementation of Korea's policies.

Impact of Supervisor's Leadership Styles on Organizational Citizenship Behavior: Mediation Effects of Multi-dimensional Measure of Justice in the Service Industry (상사의 리더십 유형이 조직시민행동에 미치는 영향: 서비스산업에서 다차원적 공정성의 매개효과)

  • Jeon, Jun-Ho;Han, Kyung-Il
    • Journal of Digital Convergence
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    • v.13 no.3
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    • pp.75-84
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    • 2015
  • As the service industry has been getting increased attention as the core for the national economic growth, in order to promote growth and development of the industry, in-depth research on the workers in the industry has been timely called for. Therefore current study aims to explore the effect of leadership style on organizational citizenship behavior(ie OCB) for increased productivity of workers in the service industry, and the role of multi-dimensional justice in the relationship between them. The findings suggest that transformational and transactional leadership both have positive effect on OCB, implying that application of leadership style that is appropriate to the context may be more important, Also, mediation test of multi-dimensional justice resulted partial mediation effect except for the procedural justice in the relationship between transformational leadership and OCB.

Estimation of Flood-Damage Curve for Evaluating Flood Damage Cost in Downstream Area of Agricultural Reservoir (농업용 저수지 하류의 홍수피해액 산정을 위한 침수피해곡선 산정기법)

  • Kang, Boo-Sik;Ryu, Seung-Yeop;Kim, Seong-Joon;Lee, Joo-Heon
    • Proceedings of the Korea Water Resources Association Conference
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    • 2010.05a
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    • pp.1827-1831
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    • 2010
  • 국내의 저수지 비상대처계획수립은 저수용량 100만$m^3$이상의 중 대규모의 댐 및 저수지를 대상으로 수립되고 있다. 반면, 전국 14,208개의 시 군 구 지자체관리 저수지 가운데 80% 이상을 차지하고 있는 30만$m^3$ 미만의 중 소규모 저수지에 대해서는 피해규모의 정량화 방안이 체계적으로 구축되어 있지 못한 실정이다. 이에 본 연구는 중 소규모 농업용 저수지의 붕괴로 인하여 하류부에서 발생하는 피해를 산정하고, 잠재적인 피해액을 예측할 수 있는 홍수피해액 산정방법을 연구하고 인명 및 재산피해를 추정하는 기법을 연구하였다. 홍수피해액 산정에 대한 연구는 1970년대에 치수경제성 분석의 필요성이 대두되면서 원단위법(1993, 건설부, 하천시설기준), 회귀분석법(2001, 건설교통부, 치수사업 경제성분석 개선방안 연구), 다차원법(2004, 건설교통부, 치수사업 경제성분석 연구 방법) 순으로 발전되어 왔다. 원단위법과 회귀분석법의 문제점을 보완하기 위하여 다차원법이 제시되었지만 사용하는 자료가 방대하고 실제 가용성이 제한적인 자료를 포함하고 있어서 적용성이 떨어지는 단점을 가지고 있다. 본 연구에서는 중 소규모의 농업용 저수지 붕괴로 인한 홍수범람시의 피해액산정을 위하여 기존의 원단위법과 다차원법의 장점을 취하여 침수피해추정곡선법(IDEM : Inundation Damage Estimation Method)을 적용하였다. 인명손실액, 이재민피해손실액, 건물피해액, 건물내용물 피해액, 농작물 피해액, 농경지피해액, 공공시설물 피해액으로 구분하고 현재 제공되는 통계자료와 GIS 기법을 이용하여 대상 저수지인 창리저수지의 붕괴에 따른 소규모 범람구역의 침수심별 홍수피해액을 산정 후 침수심-피해액 곡선을 작성하였다. 창리저수지의 경우 저수지 붕괴시 0.4m의 침수심부터 제내지의 침수피해가 발생함을 알 수 있었으며, 침수심-피해액 곡선을 이용하여 침수심별 피해규모를 예상할 수 있었다. 향후 다양한 저수지에 적용성을 검토하여 국내 중 소규모 농업용 저수지 붕괴에 따른 홍수피해액 산정에 이용될 수 있을 것으로 판단된다.

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A Study on the Adjectives for Selection of Color Patterns (컬러 패턴 선택을 위한 형용사에 관한 연구)

  • Kim Sung-Hwan;Eum Kyoung-Bae;Chung Sung-Suk;Lee Joon-Whoan
    • Science of Emotion and Sensibility
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    • v.8 no.4
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    • pp.355-363
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    • 2005
  • The adjectives for represnting emotions is important to evaluate and select the colors or color patterns. In this paper, we perform the MDS analysis, factor analysis, and cluster analysis to the Soen's experimental data obtained from the evaluation of random color patterns with 13 adjective pairs. As a result, those adjectives can be reduced 3 different factors representing emotions of weight, activity and temperature, which is approximately corresponds the results of previous researches on single colors. Also, we show that the adjectives for preference can be approximate4 by other primary adjectives for color patterns using regression analysis. This implies that one can construct a uniform emotion space for evaluating and selecting color patterns regardless of objects such as wall papers, carpets, and so on.

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A Study on the Factors Influencing Job Satisfaction of Social Workers: Focusing on Welfare Centers for People with Disabilities (사회복지사의 직무만족 영향 요인에 대한 연구: 장애인복지관을 중심으로)

  • Dajin Son;Gyounghwa Kim;Eunkyoung Shin
    • Industry Promotion Research
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    • v.8 no.4
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    • pp.101-111
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    • 2023
  • This purpose of this study was to examine the factors influencing job satisfaction of social workers working at welfare centers for people with disabilities in multiple dimensions, such as demographic characteristics, personal characteristics, job characteristics, and organizational characteristics. To achieve the purpose, a survey was conducted on 900 social workers working at 45 welfare centers for people with disabilities nationwide, and a total of 770 sample were analyzed. Hierarchical regression analysis was used. The main results were as follows. First, age(-) had a significant effect on job satisfaction. Second, resilience(+) was Statistically significant. Third, turnover intention(-) and Feedback(+) Feedback(+) had a significant effect. Finally, organization trust and participative decision-making influenced job satisfaction positively. Based on these findings, implications for expanding the understanding of job satisfaction and enhancing job satisfaction of social workers working at the welfare centers were presented in multiple dimensions.

Evaluation of Flood Impact Variables and Development of Flood Damage Function for Residential Buildings and Contents (주거건물 홍수피해 영향인자 평가 및 손상함수 개발)

  • Choi, Cheon kyu;Kim, Gil Ho;Kim, Kyung Tak;Kim, Hung Soo
    • Proceedings of the Korea Water Resources Association Conference
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    • 2017.05a
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    • pp.44-44
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    • 2017
  • 홍수 피해 특성을 파악하고 영향 인자를 평가하여 홍수 피해로 인한 손실을 추정하는 것은 홍수 예방과 피해 저감을 위한 대책 마련 및 정책수립을 위해 매우 중요하다. 이 중 홍수로 인한 주거건물의 피해는 일반 주민들과 직접적인 관련이 있다. 그러나 국내의 경우, 홍수피해 정보를 수집하기 위한 체계적인 조사 방법이 확립되어 있지 않아 주거건물 및 내용물의 피해가 과소평가되는 경향이 있다. 본 연구에서는 주거건물 및 내용물에 대해 홍수피해 정보의 체계적인 수집을 위해 주거건물 설문조사지를 활용하였다. 수집된 홍수피해 정보는 주거건물과 건물내용물의 홍수피해율과 영향인자간의 관계 분석에 활용하였으며, 국내 실정에 적합한 홍수피해 손상함수를 개발하고 적용 및 분석하였다. 분석 결과, 홍수로 인한 주거건물의 피해에 영향을 주는 대표 인자는 건물내 침수심과 출입구 높이로 평가되었으며, 건물내용물에 영향을 주는 인자는 건물내 침수심, 이송잡물로 나타났다. 한편, 주거건물과 내용물에 대한 손상함수를 건물내 침수심을 활용하여 회귀분석을 통해 개발하였으며, 개발된 손상함수는 국내 홍수피해 평가 모델인 다차원법과 비교 평가하였다. 평가 결과, 주거건물 피해액은 다차원법이 크게 산정되었으며, 건물내용물 피해액은 손상함수가 크게 산정된 것으로 나타났다. 본 연구에서 수행한 주거건물과 건물내용물의 홍수피해 영향인자 평가 결과는 홍수피해 저감 대책 수립 및 향후 홍수피해를 추정하는데 활용할 수 있을 것으로 기대된다.

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Multidimensional scaling analysis on the images of special purpose academies (다차원 척도법을 이용한 특수 목적대학에 대한 이미지 분석)

  • Bae, Hyun-Wung;Kwon, Ki-Ho;Moon, Mi-Nam;Moon, Ho-Seok
    • Journal of the Korean Data and Information Science Society
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    • v.21 no.1
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    • pp.11-20
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    • 2010
  • The purpose of this study is to analyze the images of the Military Academy, Naval Academy, Air Force Academy, Police Academy, and Armed Forces Nursing Academy using multidimensional scaling method. For this research, we surveyed 363 applicants to special purpose academies including Military Academies and Police College. The study showed that the Military, Naval, and Air Force Academies had stronger image than the Police Academy in the area of physical strength, tradition, and fellowship between senior and junior. On the other hand, the Police Academy had better image in the area of social activity and applicant's academic achievement. The Military Academy had been evaluated the best school among the three Academies in the area of applicant's academic achievement, educational environment, faculty, tradition, and fellowship between senior and junior.

Testing Modality-Generality and Valence Models using Representational Similarity Analysis (표상 유사성 분석을 이용한 감각양상에 따른 정서표상 모델과 정서가 모델의 검증)

  • Hyeonjung Kim;Jongwan Kim
    • Science of Emotion and Sensibility
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    • v.26 no.2
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    • pp.25-38
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    • 2023
  • Among the discussions on affective representation, the first is to explain the affective representation in the dimensions, and the second is to explain the affective representation according to the modality. In previous studies, to explain affective representation, valence models (signed valence, unsigned valence) and Modality-generality models (modality-general, modality-specific) were presented. In this study, we compared models presented in the previous study using the recently published ASMR to confirm which models explain affective representation well. The data used in this study were behavioral rating values collected by Kim & Kim (2022), and these were obtained for ASMR stimuli that were divided into three affective types (negative, neutral, and positive) and two modalities (auditory and audiovisual). Then, a multidimensional scaling, a representational similarity analysis with a two-way repeated measures ANOVA, and a multiple regression analysis with a two-way repeated measures ANOVA were performed. The results revealed that signed valence and modality-general distinguished between affective types of stimuli better than unsigned valence and modality-specific. Similar to the results of multidimensional scaling, the results of a representational similarity analysis and a multiple regression also showed that the signed valence and modality-general significantly explained affective representation better than the unsigned valence and the modality-specific. These results suggest that the model in which positive and negative are located at the opposite ends of the one dimension explains the affective representation of ASMR well, and that the affective representation was consistent regardless of modality.

The Impact of Employment Precariousness on Depression: Focusing on the Multidimensional Concept of Precarious Employment (고용 불안정성이 우울에 미치는 영향: 불안정 고용의 다차원적 개념을 중심으로)

  • Che, Xianhua;Moon, Daseul
    • The Journal of the Korea Contents Association
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    • v.22 no.4
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    • pp.677-688
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    • 2022
  • Precarious employment is negatively associated with mental health including depression. The aim of the study is to suggest the multidimensional definition of precarious employment and examine its impacts on depression. Using the fifth save of the Korean Working Condition Survey, we first measured six different dimensions of employment precariousness: temporariness, disempowerment, vulnerability, difficulty exercising rights, unpredictability of working times, and low wage. All of six precariousness indicators consisted of a scale from 0 to 100. Then, we conducted logistic regression to examine the association between employment precariousness and depression. For men, the risk of depression increased by 3.1%, 1%, and 0.5%, respectively, for each one point increase in vulnerability, difficulty in exercising rights, and unpredictability of working times. For women, the risk increased by 0.5%, 2.3%, and 0.8%, respectively, for each one point increase in temporariness, vulnerability, and difficulty in exercising rights. Our findings suggest that not only a secure employment contract, but also their substantive labor rights should be guaranteed for health for workers.