• Proceedings of the Korea Information Processing Society Conference
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• 2019.10a
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• pp.844-847
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• 2019

주가 예측은 상업적인 매력 때문에 많은 이목이 끌리는 분야이지만, 주가의 불확실성과 변동성 때문에 주가 예측은 어려운 작업이다. 최근에는 주가 예측 모델에 어텐션 메커니즘을 사용하여 주가 예측에 많은 인자들이 사용되어 생기는 성능 하락 문제를 해결하여 좋은 성능을 보여주는 연구가 존재한다. 본 연구에서는 그 모델 중 하나인 Dual-Stage Attention-Based Recurrent Neural Network(DARNN)의 어텐션 메커니즘을 변경해가며 어떤 어텐션 메커니즘이 주가 예측에 적합한지를 알아본다. KOSPI100 지수의 예측실험을 통해 location 스코어함수를 사용한 어텐션 메커니즘이 가장 뛰어난 성능을 보여주는 것을 확인하였고, 이는 기존의 스코어함수를 사용한 DARNN에 비해 약 10% 향상된 성능으로 스코어 함수가 모델의 중요한 영향을 끼치는 것을 확인하였다.

• Korean System Dynamics Review
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• v.4 no.1
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• pp.93-119
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• 2003

한 산업에서 인력 수급을 전망하는 것은 인력의 수요자인 기업의 측면에서는 안정적인 인력 확보 전략을 수립하기 위해서, 공급자인 산업 종사자들에게 있어서는 자신들이 앞으로 진출해야할 산업의 매력도를 파악하기 위해서, 그리고 정부 차원에서는 관련 산업에 있어서 중복 투자의 방지와 효율적이고 균형된 산업 발전을 위한 정책 수립을 위해서 매우 중요하다. 그러나 이러한 인력 수급 전망들은 종종 잘못된 시장 분석으로 인하여 인력의 과소 공급 또는 과잉 공급이라는 의도하지 않은 결과를 가져오는 경우가 있다. 이는 전체적인 시각에서 시장의 구조적 특성을 분석하기보다는 현상을 조사하는 수준에 머물거나 현재의 상황 또는 단일 산업만을 고려할 뿐 시간의 흐름에 따른 동태적 변화와 지연된 피드백의 효과, 그리고 관련 산업간의 유기적 연관관계를 반영하지 못한 채 단기적이고 단선적인 관점에서 인력 수급을 전망하는데 그 원인이 있다고 볼 수 있다. 특히, 다른 산업과의 연관 관계가 복잡하고 인력의 수요의 급증에도 불구하고 산업에서 요구하는 인력을 양성하기까지 많은 시간이 소요되는 첨단 산업 및 신생 산업에서의 경우 이러한 현상은 더욱 두드러지게 나타날 수 있다. 이러한 관점에서 본 논문은 변수간의 상호 동태적인 관계와 시간의 흐름에 따른 행태를 분석하는 데 용이한 SD 방법론에 기초하여 최근 빠르게 성장하고 있는 정보보호산업에서의 동태적인 인력 수급 모델을 구현하여 향후 국내 정보 보호 인력의 수급 행태가 어떻게 전개될 것인지를 분석해 보았으며 이를 통하여 동태적 시각에서 인력 수급 불균형 현상의 원인을 파악하고 문제해결을 위한 대안을 제시하고자 한다.

• The Journal of the Korea Contents Association
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• v.21 no.6
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• pp.138-154
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• 2021

'Live commerce', a brand new format of online shopping, is actively promoted in China recently. This research focused on 'Taobao-live', China's largest live commerce platform to investigate the relationships among para-social interaction, source characteristics (e.g., trustworthiness, attractiveness, and expertise), perceived ease of use, perceived usefulness, and shopping intention based on Technology Acceptance Model. A total of 536 Taobao live users were recruited through the Chinese research platform. The results showed that para-social interactivity positively affected perceived ease of use and usefulness, whereas the source characteristics had no significant effect on consumers' perceptions. Furthermore, higher perceived ease of use generated higher perceived usefulness, and both perceived ease of use and usefulness positively influenced consumers' intention to shop through Taobao live. This research can provide theoretical background for understanding the potential of live commerce platforms and help brands come up with effective online shopping strategies using live commerce platforms.

• Journal of the Korea Academia-Industrial cooperation Society
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• v.15 no.4
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• pp.1885-1894
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• 2014

The purpose of this study was to understand various cultural contents industry and current status for the managerial activities of governmental agencies and business corporations. Moreover, it was to develop model that guides to establish management strategy for future sustained growth. In this study, convenient matrix model was developed. As a result of FGI of experts who works in cultual contents industry, two axes of 'Industry attractiveness' and 'Technology strength' were deduced as main measurement factors and twenty-nine detail factors were deduced. After that those detail factors were deduced through two-time survey aimed cultural contents industry experts. To find out importance of each factor, AHP method was used. This study suggests the model that measure present level of cultural contents industry. Furthermore, we figured out feature each faces of matrix to suggest business strategy guide for future sustained growth. Then we defined the faces of matrix and suggested activities what had to do to governmental agencies and business corporations. We figure out feature of cultural contents industry through this study and contribute management activities of related organization by suggesting business strategic planning model which is not existed until now for cultural contents industry.

• International Area Studies Review
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• v.20 no.2
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• pp.141-172
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• 2016

The aim of this study was to view Korean Hallyu stars, the advertisement models of Korean cosmetics brands, as human brands in the Chinese cosmetics market. Furthermore, this study attempted to verify whether the attributes of human brands, such as reliability, professionalism, attraction, intimacy, similarity and favorable impression, affect Chinese consumers' affection toward Korean celebrities, and whether such Chinese consumers recognize the authenticity of the products, sellers, and companies of Korean cosmetics brands advertised by Korean stars. The results of empirical analysis indicated that among the attributes of Korean stars, the advertisement models of Korean cosmetics companies, Chinese consumers' affection toward Korean stars was positively affected by reliability, attraction and similarity, but not by professionalism, intimacy and favorable impression. Furthermore, results showed that the consumers' affection toward Korean stars positively affected the authenticity of the brands advertised by the celebrities.

• Journal of Technology Innovation
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• v.20 no.3
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• pp.93-128
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• 2012

Defense technology planning identifies medium-and long-term core technologies to accomplish future defense goals and suggests strategies for future R&D. In order to promote the export-oriented defense industry, planning paradigms should be shifted from technology-oriented planning that focuses on weapon systems to market- oriented R&D planning. This study aims to strategically support 'preliminary technology planning' the Defense Agency for Technology and Quality is pushing ahead with. Through market-orientation analysis models of weapon systems based on defense R&D planning, data research on previous market-oriented research, and the analyses and examples of global defence markets, it evaluates market attractiveness to UAVs and drew methods for exploring markets and enhancing competitiveness of military equipment. The market-oriented analysis model of weapon systems is considered to be a helpful reference as a relevant factor for decision making on establishing and verifying requirement planning. In particular, if a market-oriented defense R&D planning process is established institutionally, it will enable us to make export strategies tailored to different equipment from the planning phase and to support marketing strategically.

• International Area Studies Review
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• v.21 no.4
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• pp.195-222
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• 2017

This exploratory study analyses the factors, sources and effects of the regional competitive advantage of Jeju Island in Korea in global competition era. The competitive advantage of Jeju Province is analysed with the triple diamond model based on Porter's model for the competitive advantage of nations. The competitive advantage factors of Jeju Province are measured through the competitive advantage of the hospitality industry, which is one of the major industries of Jeju Island. These factors include outstanding natural landscape, domestic hospitality industry workforce, social overhead capital, massive domestic and international tourists, growth of related industries such as duty free shops and casinos, and coincidences such as Jeju Olle trail construction and Chinese government's international travel approval. Since these factors are based on local, domestic and international management resources, this study suggests that obtaining such resources is critical among Jeju hospitality industry in gaining the competitive advantage. Although the competitive advantage of Jeju hospitality industry is increasing, the organic connections with the regional economy are required for improvements on Jeju residents' quality of life. This study examines the factors and origins of competitive advantages on a regional level instead of a national level, and further investigates how the characters and origins of these factors affect the local economy. The results suggest that the triple diamond model is suitable for evaluating the regional competitive advantages.

• Journal of the Korea Academia-Industrial cooperation Society
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• v.16 no.9
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• pp.5859-5864
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• 2015

The purpose of this study is to analyze the outcomes of experts' survey for Cultivation techniques of good seed bulb in garlics program, purpose of introduction, and performance analysis this program. As a result of survey on new technology adoption to be cultivated in cultivation techniques of good seed bulb in garlics, technique satisfaction scored the highest with 4.3 points whereas innovation scored 4.21 points. On the other hand, risk scored the lowest with 2.53 points. Also, using BMO model business attractiveness and business fit scored 44 points, 45points respectively. Thus, the project rate of success were analyzed by more than 80 per cent. Finally, the management performance is analyzed on the garlic farms by selecting the highest awareness collected. As a result of effects after new technology adoption, 43% of the surveyees stated that the relative management costs dramatically decreased, and increase in production.

• Journal of the Korean Society of Food Culture
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• v.17 no.1
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• pp.16-29
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• 2002

This study had two major purposes: 1) to establish a quantitative measure of the overall restaurant attractiveness for each of the selected restaurants. 2) to examine the implications of the findings from the above concerning the operating initiatives necessary to improve the restaurant attractiveness. A multi attribute model was employed to obtain a numerical index of the attractiveness for each of the three fast food restaurants. It was found that certain of the attributes selected were clearly established as determinant variables(p<0.05). The research plotted the location of Attributes on a graph where the axes are the salience and importance scores to indicate approximate positions in four cells. Finally, the implications of these findings concering marketing and develpment initiatives to improve the perceptual attractiveness of the three fast food restaurant1.s are discussed.

• Journal of the Korea Academia-Industrial cooperation Society
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• v.21 no.8
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• pp.475-484
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• 2020

This monograph was probed effectively by using practical methods in a subjectivity study that was accessible in depth, departing from bygone behavior of functional quantity analysis of awareness and the opinions of young people about the general (public) model of TV advertising. The perception patterns resolved in this study sorted out four types in a Q-methodology. The result is divided as follows: 1 [(N=7): Advertising Consensus Type], 2 [(N=7): Advertising Negative Type], 3 [(N=5): Advertising Purchasing Reduction Type], and 4 [(N=1): Advertising Persuasion Orientation Type]. As such, we found very different types all over. Finally, this study reviews subjective acceptance as to the type of model reception with regard to general TV advertising, offering a developmental suggestion on the issue, and an agenda about it.