• Title/Summary/Keyword: 폐업

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Seoul Local Brand Alley Commercial Area Recommendation System Design Using Machine Learning (머신러닝 기반 서울시 로컬브랜드 골목상권 추천시스템 설계)

  • Jiyeon, Kim;Hyoseon, Jang;Minseo, Park
    • The Journal of the Convergence on Culture Technology
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    • v.9 no.1
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    • pp.101-109
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    • 2023
  • According to data released by the Covid 19 Self-Employed Emergency Response Committee, 95.6% of small business sales due to Covid 19 have decreased over the past two years, and the damage has further increased due to social distancing for quarantine. However, as all social distancing guidelines have rebeen lifted, and the commercial district has been revitalized, the Seoul Metropolitan Government is pushing for a project to foster local brand commercial districts so that small business owners or prospective founders who have closed their businesses due to the prolonged COVID-19. Therefore, this study propose the model that recommends alley commercial districts suitable for founders among the five alley commercial districts selected for the project to foster local brand commercial districts in Seoul. The Seoul Metropolitan Government's local brand alley commercial recommendation system recommends major population age groups and major industries in the commercial district by combining the population perspective model using Xgboost and the commercial district characteristic model using Decision Tree.

Predictive Models for the Tourism and Accommodation Industry in the Era of Smart Tourism: Focusing on the COVID-19 Pandemic (스마트관광 시대의 관광숙박업 영업 예측 모형: 코로나19 팬더믹을 중심으로)

  • Yu Jin Jo;Cha Mi Kim;Seung Yeon Son;Mi Jin Noh
    • Smart Media Journal
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    • v.12 no.8
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    • pp.18-25
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    • 2023
  • The COVID-19 outbreak in 2020 caused continuous damage worldwode, especially the smart tourism industry was hit directly by the blockade of sky roads and restriction of going out. At a time when overseas travel and domestic travel have decreased significantly, the number of tourist hotels that are colsed and closed due to the continued deficit is increasing. Therefore, in this study, licensing data from the Ministry of Public Administraion and Security were collected and visualized to understand the operation status of the tourism and lodging industry. The machine learning classification algorithm was applied to implement the business status prediction model of the tourist hotel, the performance of the prediction model was optimized using the ensemble algorithm, and the performance of the model was evaluated through 5-Fold cross-validation. It was predicted that the survival rate of tourist hotels would decrease somewhat, but the actual survival rate was analyzed to be no different from before COVID-19. Through the prediction of the business status of the hotel industry in this paper, it can be used as a basis for grasping the operability and development trends of the entire tourism and lodging industry.

The Effect of Technology-Based Entrepreneurship(TBE) Activities on Firms Growth (기술기반창업기업의 기업활동이 기업성장에 미치는 영향)

  • Lee, Myung-Jong;Joo, Youngjn
    • Asia-Pacific Journal of Business Venturing and Entrepreneurship
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    • v.14 no.6
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    • pp.59-76
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    • 2019
  • Most technology-based entrepreneurship(TBE) go through an process of decline or disappear without overcoming the valley of death(VoD). The purpose of this study is to identify the growth dimension of TBE and to test the influence of firms activities on firms growth over time. This study identified the two-dimensional growth dimension divided by size and profit through exploratory factor analysis(EFA) of a number of growth indicators. Then, we defined the discrete state of growth firm in four states, divided by size and profit, and five states, including the closure of business. Multi-nomial logit model is used to predict the effect of TBE activities on a discrete state of growth firm(size×profit, closure of business) based on multiple independent variables. The independent variables are based on five representative firms activities: employment, marketing, R&D, financial activities, and general management activities. The growth stage of TBE over time has been categorized into three stages: early stage, middle stage, and late stage of business, taking into account the main periods during which the survival rate of startups sharply decreases. The analytical data of this study was based on the secondary data of the start-up supporting companies of government and public institutions. The subjects of analysis were TBE within 10 years. As a result of the empirical analysis, the employment and marketing activities of TBE show that early and mid-term activities had an effect on the state of firms growth. However, if there is a difference, employment activities have both positive and negative effects, while marketing activities have only a positive effect on size and profit growth. And besides, R&D activities, financial activities, and general management activities throughout the entire process of firms growth were found to be firms activities that have both positive and negative effects on firms growth. In addition, the age of the founder, the firms' industry, and the geographic location of the firms, which are general characteristics of the company, were found to have a distinctive effect on the growth status of the firms according to the growth stage.

Preservation of Pulmonary Function after Sleeve Lobectomy in Patients with Lung Cancer (Sleeve 폐엽절제술 후 폐기능 보존에 대한 연구)

  • Koh, Young-Min;Park, Sang-Joon;Suh, Gee-Young;Chung, Man-Pyo;Kim, Ho-Joong;Kwon, O-Jung;Rhee, Chong-H.;Kim, Kwhan-Mien;Kim, Jhin-Gook;Shim, Young-Mog
    • Tuberculosis and Respiratory Diseases
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    • v.47 no.1
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    • pp.35-41
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    • 1999
  • Background: Sleeve lobectomy of the main bronchus has been proposed to spare lung tissue in patients who cannot tolerate pneumonectomy because of impaired lung function. The purpose of this study was to evaluate whether sleeve lobectomy can preserve lung function as expected from preoperative evaluation of lung function in patients with non-small cell lung cancer. Method: Between January 1995 and March 1998, 15 patients with non-small cell lung cancer who underwent sleeve resection were evaluated. Preoperative evaluations included spirometry and quantitative lung perfusion scan, from which predicted postoperative $FEV_1$ was calculated. At least 3 months after operation follow up spirometry and bronchoscopy were performed. Predicted FEVj was compared with measured postoperative $FEV_1$. Result: Fourteen men and one woman, with median age of 58 years, were reviewed. The diagnosis was squamous cell carcinoma in 13 patients and adenocarcinoma of lung in 2 patients. Our results showed a excellent preservation of pulmonary function after sleeve lobectomy. Correlation between the predicted (mean, $2180{\pm}570mL$) and measured $FEV_1$ (mean, $2293{\pm}499mL$) was good(r=0.67, P<0.05). Furthermore, patient with low $FEV_1$ (<2L) showed improved lung function after sleeve lobectomy. Conclusion: These findings indicated a complete recovery of the reimplanted lung lobes after sleeve lobectomy. Therefore, this technique could be safely used in lung cancer patients with impaired lung function.

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Development of Vaccination Coverage Estimation Methods of National Immunization Program in Korea (도농복합 지역 영유아 예방접종수첩 기록의 정확도)

  • Lee, Moo-Sik;Kim, Kwang-Hwan;Kim, Jee-Hee
    • Proceedings of the KAIS Fall Conference
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    • 2010.11b
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    • pp.885-888
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    • 2010
  • 현재 우리나라는 보건소 중심의 예방접종등록사업을 진행 중에 있다. 2004년부터 시작된 이 사업은 현재는 전국민을 대상으로 실시하고 있다. 예방접종등록사업은 피접종자들은 대체적으로 예방접종에 대한 적절한 시기를 판단할 수 있는 정보가 부족하기 때문에 예방접종과 관련된 정보들을 국가나 사회에서 적시에 피접종자들에게 제공해 줄 수 있다. 따라서 이에 대한 확인이 등록에 앞서 그 정확성을 확인 필요가 있다. 예방접종등록사업의 가장 기본적인 사업으로 진행된 것은 예방접종 수첩의 제공과 그 관리를 통한 예방접종 사업으로 지속적으로 전개되어 왔으며, 일반 국민과 개원의사들에서도 대중적으로 보급되어 있다. 국가 예방접종률의 산출 그리고 취학 어린이 예방접종력 증명서 제출 제도를 위하여 예방접종 수첩을 활용하는 방법이 현실적으로 유용할 수 있다. 따라서 예방접종 수첩의 예방접종력 정확성을 확인할 필요가 있다. 지역조사에서 접종기관으로 확인된 민간 의료기관 365곳 가운데 의료기관 이전 및 폐업으로 반송된 경우가 4건(1.1%)이었으며, 응답한 경우는 129곳으로 응답률은 35.3%였다. 조사된 의료기관 전체를 대상으로 확인된 1,201건에 대한 BCG 접종여부의 정확도는 69.5%였다. B형 간염의 정확도는 1차가 41.3%로 낮았으며, 2차와 3차는 각각 76.6%, 79.7%였다. DTaP의 정확도는 약 80%였으며, 정확도가 제일 높은 것은 DTaP 3차로 82.5%였으나 다른 것과 가장 낮은 정확도와 2% 정도 밖에 차이가 나지 않았다. 폴리오의 정확도는 약 80%였다. MMR의 정확도는 83.2%였다. 일본뇌염의 경우 약 80.0%였으며, 수두의 정확도는 74.9%로 다른 질병과 비교하여 낮은 수치를 보였다. 조사된 의료기관을 전체로 한 기타예방접종별 예방접종수첩의 접종여부의 정확도는 인플루엔자는 정확도는 74.1%였으며, 뇌수막염은 72.7%의 정확도를 보였다. A형 간염 1차의 정확도79.5%였으며, 폐렴구균 1차의 경우 73.2%로 나타났다. 국가필수예방접종별 예방접종수첩의 접종일자에 대한 정확도는 BCG 80.1%로 확인되었고, B형 간염 1차 89.7% 2차는 82.1% 3차는 79%로 B형 간염 중 가장 낮은 정확도를 보였다. DTaP는 1차와 2차는 약 87% 3차는 85.1% 4차는 83.5%로 확인이 되었다. 폴리오는 1차가88.1%로 가장 높은 정확도를 보였고 그 다음으로 2차가 86.2%, 3차가 84.8%로 확인되었다. MMR의 정확도는 84%였으며, 일본뇌염 1차의 정확도는 83.1%로 나타났다. 수두의 접종일자 정확도는 83.7% 이고, 인플루엔자의 정확도는 55.3%로 상대적으로 낮은 수치를 보였다. 기타예방접종별 접종일자 정확도의 조사 결과 뇌수막염 1차과 폐렴구균 1차는 약 90%로 상대적으로 높은 정확도를 보였고, A형 간염 1차는 88.4%의 정확도를 보였다.

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A narrative research on the job and the job-related learning of a mechanical engineer - an exemplary study on the characteristic of job-related learning of engineer in work place and it's implication on engineering education (기계설계분야 중견 엔지니어의 일과 학습에 관한 내러티브 연구 - 엔지니어의 직무관련 학습의 맥락과 공학교육에 대한 시사점 찾기)

  • Lim, Se-Yung
    • 대한공업교육학회지
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    • v.38 no.2
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    • pp.1-26
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    • 2013
  • This study inquired following research questions by a narrative research method : What was the job of an engineer in mechanical design field? How did he fulfill his job-related learning in his workplace? What were the context and the characteristic of the job-related learning in the workplace? And some implications of the job-related learning on engineering education were discussed. We identified that the research participant's career as a mechanical engineer has developed through three stages. At first, he engaged on conceptual design of a semi-conductor test machine through self-initiated learning from basic to whole system of the machine. At second stage, he leaded a design group for the concrete design of a ball type semi-conductor test machine. In this stage he learned the meaning of cooperation and cooperative learning. At third stage, he initiated to found an entrepreneur company that was specified to design a semi-conductor test machine. He became CEO of the company. He learned the R & D policy making through contacts with global company, visiting exhibition in abroad. Eventually his main task as a mechanical engineer was the problem solving in the process of machine design. He had experienced and learned through his works : project management, independent fulfilling of tasks, functional analysis and reverse engineering, conceptualizing and test, cohesive cooperation, dialogue and discussion, mediation of conflict, human relationship, leadership. The implication of the narrative analysis on engineering education is, proposed, to give the students more chances to experience and to learn such activities.

A Study on the Improvement of Independent Loan Fund Business for low-income Disabled (저소득장애인을 위한 장애인자립자금대여사업 개선방안 연구)

  • Park, Ju-Young
    • The Journal of the Korea Contents Association
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    • v.16 no.4
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    • pp.691-704
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    • 2016
  • This study aims to analyze the current situation of Independent loan fund business for disabled for independent and living stabilization of low-income disabled and presented a plan to support effectively. Methods were reanalyzed to obtain the data inside the Ministry of Health and Welfare and conducted a expert survey. The results of this study were First, The budget was 8.1 billion won and target households was 800, but the used budget was about 5.6 billion won(executive rate was 69.3%) and beneficiaries was 384 families. Second, the loan condition was gurantee is 58.5%, pawn is 23.3%, ungurantee is 18.2%. And, the loan type was occupation is 60.0%, car purchase is 35.3%, medical expenses is 2.6% and so on. In addition, 1,735 people apply for a loan fund but 904 people received a loan fund. So, loan rate was 52.1%. Third, business retention rate was 74.7% and close rate was 25.3%. Fourth, expert opinion was government support necessary for the in low-income disabled in social and economic situation of Korea. This study suggested that the loan purpose, loan amount, loan condition, simplified course were needed to consider when establishing policy for low-incone disabled.

Analysis of Factors for Heating Period Changes among Greenhouse Grape Farms (시설포도 농가의 가온시기 변화에 미치는 요인 분석)

  • Choi, Don-Woo;Lim, Cheong-Ryong
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.18 no.10
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    • pp.209-214
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    • 2017
  • The purpose of this study is to identify the factors that led greenhouse grape farms to delay their heating periods after the coming into force of the Korea-Chile Free Trade Agreement (FTA). Panel data on the cropping (system) changes from 2004 through 2016 were used for the analysis. According to the panel logistic model, the estimated coefficient of the cultivation area was 0.0002, which was statistically significant at the 10% significance level, the estimated coefficient of grape imports was 1.4258, which was statistically significant at the 1% significance level, and the estimated coefficient of the regional dummy was 0.808, which was statistically significant at the 5% significance level. The results indicated that the use of wider cultivation areas, increase in grape imports, and colder climate(in the mid-northern part of Korea) increased the likelihood of delayed heating. The Korean government is offering direct payment programs and business closure support to the greenhouse grape farmers. While these actions can relieve the damage caused by the increase in grape imports, they will not provide the ultimate solution. Various support measures are needed, such as renewing the varieties to meet the changing demand of grape consumers, providing agricultural materials to reduce the heating expenses, and modernizing greenhouse facilities to improve the energy efficiency and reduce the costs.

An Analysis of Locational Characteristics and Business Change in the Commercially Gentrified Residential Areas in Seoul, Korea (서울시 상업 젠트리피케이션 발생 주거지역의 입지적 요인과 변화특성 분석)

  • Lee, Gihoon;Lee, Sugie;Cheon, SangHyun
    • Journal of the Korean Regional Science Association
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    • v.34 no.1
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    • pp.31-47
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    • 2018
  • This study examines the locational characteristics and change of business type in the residental areas that have commercial gentrification issues in Seoul, Korea, using the logistic regression model. The analysis results indicate that the gentrification occurrence areas are strongly associated with low-density and old residential areas. In addition, those areas are more likely to have great accessibilities to highway ramp, subway station, colleges, and other facilities that attract people. Regarding the characteristics of the road, gentrification occurrence areas are associated with longer road length, lower rate of road areas, higher local integration of road network, and higher rate of three-way intersections. This finding indicates that low-density and old residential areas with organic road networks have strong links with commercial gentrification. This study also finds that the business type has been substantially changed from 2006 to 2014 in the commercially gentrified residential areas. While the coffee shops and drinking places have been increased, but neighborhood-living facilities have been decreased. This study also shows that the business life-cycles of drinking places or Korean restaurant are getting short. Finally, this study discusses the commercial gentrification issues and policy implications in the residential districts in Seoul, Korea.

The Research of Improvement and Development Process for protection in Korea Private Security (한국 신변보호업의 발전과정과 개선방안 연구)

  • Park, Jang Gyu;Kim, Nam Joong
    • Convergence Security Journal
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    • v.13 no.2
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    • pp.33-43
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    • 2013
  • The Private Security Industry of Korea began after served security service for the United States army of 8 division. The industry grew up after establish private security regulation on December 31th of 1976. Early 1980's the industry was accelerated from bringing technical knowledge of developed nations rapidly. Also, private security was gotten into the spotlight by one of futurity industry instead public security after companies performed 86 Asian game and 88 Seoul Olympic successfully. Therefore, the industry became to increase qualitatively and quantitatively. From late 1990's the private security regulations were revised fifteen times and created about education system, bodyguard, and leader of security. 3,836 private companies and 150,030 private guards had operated until 2012. However, some of companies received administrative measure, because of the companies ran immorally. The minor companies are continuously closed down from the leader's inefficient operation. Approval standard of establishment has imperfect law. Solutions of problems are to provide high quality service, to expand company affairs, to attract specific customers through efficiency expert, to change standard of leader of security guards, to establish security education institution through the government and to intensify requirements to establish the company.