• Title/Summary/Keyword: 성장배경

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Comparing Corporate and Public ESG Perceptions Using Text Mining and ChatGPT Analysis: Based on Sustainability Reports and Social Media (텍스트마이닝과 ChatGPT 분석을 활용한 기업과 대중의 ESG 인식 비교: 지속가능경영보고서와 소셜미디어를 기반으로)

  • Jae-Hoon Choi;Sung-Byung Yang;Sang-Hyeak Yoon
    • Journal of Intelligence and Information Systems
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    • v.29 no.4
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    • pp.347-373
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    • 2023
  • As the significance of ESG (Environmental, Social, and Governance) management amplifies in driving sustainable growth, this study delves into and compares ESG trends and interrelationships from both corporate and societal viewpoints. Employing a combination of Latent Dirichlet Allocation Topic Modeling (LDA) and Semantic Network Analysis, we analyzed sustainability reports alongside corresponding social media datasets. Additionally, an in-depth examination of social media content was conducted using Joint Sentiment Topic Modeling (JST), further enriched by Semantic Network Analysis (SNA). Complementing text mining analysis with the assistance of ChatGPT, this study identified 25 different ESG topics. It highlighted differences between companies aiming to avoid risks and build trust, and the general public's diverse concerns like investment options and working conditions. Key terms like 'greenwashing,' 'serious accidents,' and 'boycotts' show that many people doubt how companies handle ESG issues. The findings from this study set the foundation for a plan that serves key ESG groups, including businesses, government agencies, customers, and investors. This study also provide to guide the creation of more trustworthy and effective ESG strategies, helping to direct the discussion on ESG effectiveness.

Developing a deep learning-based recommendation model using online reviews for predicting consumer preferences: Evidence from the restaurant industry (딥러닝 기반 온라인 리뷰를 활용한 추천 모델 개발: 레스토랑 산업을 중심으로)

  • Dongeon Kim;Dongsoo Jang;Jinzhe Yan;Jiaen Li
    • Journal of Intelligence and Information Systems
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    • v.29 no.4
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    • pp.31-49
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    • 2023
  • With the growth of the food-catering industry, consumer preferences and the number of dine-in restaurants are gradually increasing. Thus, personalized recommendation services are required to select a restaurant suitable for consumer preferences. Previous studies have used questionnaires and star-rating approaches, which do not effectively depict consumer preferences. Online reviews are the most essential sources of information in this regard. However, previous studies have aggregated online reviews into long documents, and traditional machine-learning methods have been applied to these to extract semantic representations; however, such approaches fail to consider the surrounding word or context. Therefore, this study proposes a novel review textual-based restaurant recommendation model (RT-RRM) that uses deep learning to effectively extract consumer preferences from online reviews. The proposed model concatenates consumer-restaurant interactions with the extracted high-level semantic representations and predicts consumer preferences accurately and effectively. Experiments on real-world datasets show that the proposed model exhibits excellent recommendation performance compared with several baseline models.

A Study on the Economic Effects of Big Tech Companies: Focusing on the Google Revenue and Tax Issues (글로벌 플랫폼이 국내 경제에 미치는 영향 연구: 구글 매출 추정 및 세원잠식 사례연구를 중심으로)

  • Kang, Hyoung-Goo;Jeon, Seongmin
    • Asia-Pacific Journal of Business Venturing and Entrepreneurship
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    • v.18 no.1
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    • pp.1-11
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    • 2023
  • Big tech companies are further strengthening its status against the background of data accumulation, price competitiveness by the platform, and competitive advantage due to the network effect. The competition subcommittee of the European Union(EU) imposed a huge fine on Google for antitrust violations, which was interpreted as an attempt to collect Google's unpaid taxes. In fact, taxation efforts in the form of 'Google tax' are underway, targeting expedient tax avoidance by global platforms. It has power and has a considerable influence on the startup ecosystem. The domestic sales and tax scale of global platforms, which have a great impact on domestic content startups and small and medium-sized venture companies, are not accurately measured. In the case of Google, according to research literature, sales in Korea were estimated at about 2 trillion to 3 trillion won in 2017, but Google Korea reported sales of 290 billion won in 2021 and paid 13 billion won in taxes. This study aims to verify the economic effect of the global platform that has a great influence on Korea, and specifically to quantitatively estimate the annual domestic sales and taxes of Google, a representative global platform. As a result of estimating Google's annual domestic sales and taxes based on the figures presented in the document related to Google's economic effect published by Google, the result was 4 to 9 trillion won in annual sales and 390.6 to 913.1 billion won in taxes. This study is meaningful in that it provides basic data on the direction of national and tax policies in the future digital economy era by estimating the problem of tax authority by country of global platform companies with a specific example of Google.

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Study on the Aging Transformation Scheme of Baima Tibetan Community Environment Based on ERG theory (ERG 이론을 바탕으로 한 바이마장족(白馬藏族)지역사회 환경의 고령친화적 개선 방안 연구)

  • Liu Jing Yun;Wang Lu Ming
    • Smart Media Journal
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    • v.12 no.11
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    • pp.175-184
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    • 2023
  • The elderly in rural areas are faced with the dilemma of poor community environment, weak social communication ability and insufficient pension knowledge reserve. In addition, due to the serious shortage of social security facilities in rural areas and medical resources, the elderly are struggling, and the suicide rate is far higher than that in urban areas. In order to make the elderly have a comfortable pension environment and face the increasingly serious aging problem with a positive attitude, this paper takes the community environment of the Baima Tibetan elderly in Tielou Township, Gansu Province as the research object of aging transformation. First of all, literature data were used to carry out research on the aging transformation in rural areas. On the basis of sorting out previous research topics, ERG theory was determined as the guide. Secondly, the research methods of on-site investigation, interview and other research methods are adopted to investigate the number of left-behind elderly people in this area, and classify them according to the national standards. At the same time, the image of the current situation of the community environment of the elderly. Finally, combined with the ERG theory, the transformation design of the elderly living environment is implemented, mainly from the three aspects of survival, mutual relationship and growth.

A New Understanding on Environmental Problems in China - Dilemma between Economic Development and Environmental Protection - (중국 환경문제에 대한 재인식 -경제발전과 환경보호의 딜레마-)

  • Won, Dong-Wook
    • Journal of Environmental Policy
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    • v.5 no.1
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    • pp.45-70
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    • 2006
  • China has achieved great economic growth above 9% annual since it changed to more of a market economy system by its reform and open-door policy. At the same time, China has experienced severe ecological deterioration, such as air and water pollutions caused by its rapid urbanization and industrialization. China is now confronted with environmental pollution and ecological deterioration at a critical point, at which economic development in China is limited. Moreover, environmental problems in China have become a lit fuse for social fluctuation beyond pollution problems. The root and background of environmental problems in China, firstly, are its government's lack of understanding of these problems and incorrect economic policies affected by political and ideological prejudice. Secondly, the plundering of resources, 'the principle of development first' which didn't consider environmental sustainability is another source of environmental deterioration in China. In addition, a huge population and poverty in China have increased the difficulty in solving its environmental problems, and in fact have accelerated them. The Chinese government has established many environmental laws and institutions, increased environmental investments, and is enlarging the participation of NGOs and the general public in some limited scale to solve its environmental problems. However, it has not obtained effective results because of the lack of environmental investments owing to the government's limit of the development phase, a structural limit of law enforcement and local protectionism, and the limit of political independency in NGOs and the lack of public participation in China. It seems that China remains in the stage of 'economic development first, environmental protection second', contrary to its catch-phrase of 'the harmony between economic development and environmental protection'. China is now confronted with dual pressure both domestically and abroad because of deepening environmental problems. There are growing public's protests and demonstrations in China in response to the spread of damage owing to environmental pollution and ecological deterioration. On the other hand, international society, in particular neighboring countries, regard China as a principal cause of ecological disaster. In the face of this dual pressure, China is presently contemplating a 'recycling economy' that helps sustainable development through the structural reform of industries using too much energy and through more severe law enforcement than now. Therefore, it is desirable to promote regional cooperation more progressively and practically in the direction of building China's ability to solve environmental problems.

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The Chronology of Korean Entrepreneurship Education: The feature analysis and future development of entrepreneurship education (대한민국 창업교육 연대기: 창업교육의 특징분석과 미래 발전방안)

  • Lee, Woo Jin;HwangBo, Yun
    • Asia-Pacific Journal of Business Venturing and Entrepreneurship
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    • v.10 no.3
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    • pp.171-183
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    • 2015
  • Unlike the over 60 years American history of entrepreneurship education, in spite of its short history Korean entrepreneurship education has been rapidly developing. These rapid growth of background, founding activation of for a creative economy realization of core policy of aggressive entrepreneurship education assistance policy and the new government ministries and agencies of government, and growth and global and recession without employment the can and the like or the importance of all the national foundation through. Moreover, the entrepreneurship education came into universities, can not be considered in isolation now academic part of foundation. This study focuses on the analysis the past history of entrepreneurship education based on a variety of data collection. And the analysis is based on three parts; the status of domestic entrepreneurship education, entrepreneurship courses and entrepreneurship research. The result shows that domestic entrepreneurship education is being developed and spread rapidly. Moreover, the number of entrepreneurship courses are increased exponentially in addition to research activities that can contribute to the development of entrepreneurship are also actively performed. Until 2013 the number of entrepreneurship courses opened in universities is 57 times more in last 21 years, meaning that entrepreneurship education is expanding rapidly. In addition, the 142 various journals in domestic are publishing with a research topic related to entrepreneurship, comparing the 44 US journals researching primarily on entrepreneurship, and we can also expect the future growth of domestic research field. This study gives the implication on the field of entrepreneurship education, entrepreneurship courses and entrepreneurship research based on the analysis of existing studies and related materials for the history of entrepreneurship education. With the result of the analysis this study may contribute to entrepreneurship education and research in Korea, and also give insight for nurturing entrepreneurship culture and spirits.

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The Ross Procedure in Pediatric Patients: 10 Years Experience at the Asan Medical Center (소아 환자에서 Ross 수술 성적 보고: 아산병원 10년 경험)

  • Kim, Hee-Jung;Seo, Dong-Man;Yun, Tae-Jin;Park, Jeong-Jun;Park, In-Sook;Kim, Young-Hwue;Ko, Jae-Kon
    • Journal of Chest Surgery
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    • v.42 no.3
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    • pp.305-310
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    • 2009
  • Background: The Ross procedure is known as a good surgical option for a young age group with aortic valve problems, but few reports on the Ross procedure are available in the Korean literature. This study is a review of our midterm results of 10 year experience with the pediatric Ross operation in Asan Medical Center. Material and Method: From March 1997 to October 2008, eighteen patients who were aged less than 16 years underwent the Ross procedure. There were 11 males and 7 females. The patients median age was 8.5 years (range: $0.5\sim14.0$). The aortic valve pathophysiology was 6 patients with aortic insufficiency, 4 patients with aortic stenosis, 7 patients with mixed aortic stenoinsufficiencey and 1 patient with infective endocarditis. The valve morphology was bicuspid in 11 and tricuspid in 7. All the patients were operated on with the root replacement technique. All the pumonic valves were replaced with an allograft except for one pericardial monocusp valve. The mean follow up duration was 52.8 months (range: 5.8$\sim$138.2 months). We reviewed the echocardiographic data with focusing on the, auto-graft dysfunction and reoperation. Result: There was no hospital mortality and late mortality. According to the last echocardiographic data, 2 autografts showed aortic regurgitation grade 2, 4 autografts showed aortic regurgitation grade 1 and the others were less than trivial. Reoperation of the pulmonic position conduit was performed 4 times in three patients. The rate of freedom from reoperation at 5 years was 72.2%. On the serial follow up, the Z-values of the aortic annulus/aortic sinus were changed from $1.6{\pm}1.7/0.9{\pm}1.7$ at preoperation to $1.8{\pm}1.6$(p=0.64)/$2.2{\pm}0.9$ (p=0.01) at the last follow-up. There was no significant relation between the growth of the neoaortic root and neoaortic insufficiency. Conclusion: Our midterm results of the Ross procedure in pediatric patients showed good autograft function and growth potential. Vet reoperation due to allograft dysfunction was a major concern.

Surgical Closure of the Patent Ductus Arteriosus in Premature Infants by Axillary Minithoracotomy (액와 소개흉술에 의한 미숙아 동맥관 개존증의 외과적 치료)

  • Cho, Jung-Soo;Yoon, Yong-Han;Kim, Joung-Taek;Kim, Kwang-Ho;Hong, Yung-Jin;Jun, Yong-Hoon;Shinn, Helen Ki;Baek, Wan-Ki
    • Journal of Chest Surgery
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    • v.40 no.12
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    • pp.837-842
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    • 2007
  • Background: Closure of the ductus arteriosus is often delayed in premature infants, which creates a hemodynamically significant left to right shunt that exerts an adverse effect on the normal development and growth of these babies. We reviewed out experience on surgical closure of patent ductus arteriosus via axillary minithoracotomy in premature infants. Material and Method: From April 2002 to October 2006, 20 premature infants whose gestation was under 37 weeks underwent surgical closure of patent ductus arteriosus as a result of complications or contra-indications for the use of indomethacin. Their mean gestational age was 28.8+3.4 weeks, ranging from 25+3 to 34+6 weeks, and the average age at operation was $15.6{\pm}6.3$ days. The mean body weight at operation was $1,174{\pm}416\;g$, ranging from 680 to 2,100g; 16 infants were under 1,500 and 9 infants were under 1,000 g. The procedures were performed in the newborn intensive care unit via $2{\sim}3\;cm$ long axillary minithoracotomy with the infant in the lateral position with left arm abduction. The mean size of the patent ductus arteriosus was $3.8{\pm}0.3\;mm$. For the most part, the ductus was closed with clips; 2 infants in whom the ductus was ruptured while dissection was being performed underwent ductal division. Result: Ten of twelve infants who had been ventilator dependent preoperatively could be successfully weaned from the ventilator at a mean duration of 9.7 days after the operation. There was no procedure-related complication or death. Two infants eventually died of the conditions not related to the operation; one from sepsis at postoperative 131 days and the other from pneumonia at postoperative 41 days, respectively. Conclusion: Surgical closure of the patent ductus arteriosus improved the hemodynamic instability and so promoted the successful growth and normal development of premature infants. Considering the low surgical risk along with the reduced invasiveness, early and aggressive surgical intervention is highly recommended.

A Study on the Development of Aerobic Exercise Equipment Design for User-Centered -Focusing on Elliptical Cross Trainer- (사용자 중심의 유산소 운동기구 디자인 개발에 관한 연구 -Elliptical Cross Trainer를 중심으로-)

  • Chung, Kyung-Ryul;Song, Bok-Hee;Yoon, Se-Kyun;Park, Il-Woo
    • Archives of design research
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    • v.19 no.5 s.67
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    • pp.129-138
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    • 2006
  • It is expected that the typical lifestyle of the future will be transformed into an opulent and comfortable existence as the quality of life improves due to the increase in household income and reduction in working hours. In the meantime, as the standard of living becomes increasingly more comfortable and plentiful, the toll on physical health becomes magnified as a result of obesity and insufficient exercise caused by super nutrition and change in labor conditions (from physical labor to mental labor). This has instigated a deep awareness in fitness on the part of many people, forcing them to recognize the significance of daily exercise and physical activity. The high annual growth rate in the fitness and athletic apparatus market, which is more than 20%, is attributed to this phenomenon. The Elliptical Cross Trainer(ECT), which has drawn wide attention recently, is a non-impact athletic apparatus that not only promotes exercise of the upper body parts in such sports as skiing but also the exercise of lower parts of the body on a treadmill. It is a type of cross training athletic gear that has been developed for aerobic exercise throughout the entire body. It has already formed a market as big as that of the treadmill in Europe, America, etc. Recently, its demand is growing sharply in the Korean markets as well as those in Northeast Asian countries, Despite such demand increase and expansion, since most of the expensive ECTs are exclusively supplied by suppliers in only a few advanced countries, localization of the ECT is urgently required in order to enhance competitiveness of Korean manufacturers and to expand the market. This paper introduces the process and results of a design-engineering cooperative study that was peformed for the development of the ECT.

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반하후박탕(半夏厚朴湯)이 항암(抗癌) 및 면역조절작용(免疫調節作用)에 미치는 영향(影響)

  • Gang, Jae-Man;Gang, Jae-Chun;Ha, Ji-Yong
    • THE JOURNAL OF KOREAN ORIENTAL ONCOLOGY
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    • v.2 no.1
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    • pp.57-73
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    • 1996
  • These studies were consist of two sub-experiment. In order to study the effect of Banhahubaktang on the Cell-cytotoxicity In vitro. We had put through MTT Assay. In order to investigate the effects of Banhahubaktang on the ICR mice which had Abdominal tumor induced by Sarcoma-180 cell line, C57BL/6 mice which had pulmonary melanoma induced by B16 cell line. After Sarcoma-180 cell line and B16 cell line were transplanted, the extract of Banhahubaktang was orally administered to the mice to observe the extension of survival time of the mice, inhibition of solid tumor, inhibition of pulmonary melanoma metastasis. productivity of Interleukin-2, NK-Activity. The results were summarized as follows: 1. On the MTT assay, in case of $100{\mu}g/ml$ and $10{\mu}g/ml$ of Banhahubaktang concentration were inhibited cell viability significantly. But $1{\mu}g/ml$ of Banhahubaktang was tended to inhibit cell viability with no significance. 2. In the effect of life extension, Banhahubaktang treated group appeared to survive longer than the control group, but which were not significant. 3. In the effect of inhibit solid tumor, Banhahubaktang treated group appeared to decrease than the control group, but which were not significant. 4. In the effect of inhibit melanoma pulmonary metastasis. Banhahubaktang treated group appeared to inhibit than the control group significantly. 5. In the productivity of Interleukin-2, on 7 and 14 day, Banhahubaktang treated group increased than control group, which were significant. But on 21 day, test group and control group were much in common. 6. In the NK-Activity, Banhahubaktang treated group and control group were much in common.

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