• Title/Summary/Keyword: Number of start

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Tourism Destination Recommender System for the Cold Start Problem

  • Zheng, Xiaoyao;Luo, Yonglong;Xu, Zhiyun;Yu, Qingying;Lu, Lin
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • v.10 no.7
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    • pp.3192-3212
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    • 2016
  • With the advent and popularity of e-commerce, an increasing number of consumers prefer to order tourism products online. A recommender system can help these users contend with information overload; however, such a system is affected by the cold start problem. Online tourism destination searching is a more difficult task than others on account of its more restrictive factors. In this paper, we therefore propose a tourism destination recommender system that employs opinion-mining technology to refine user preferences and item opinion reputations. These elements are then fused into a hybrid collaborative filtering method by combining user- and item-based collaborative filtering approaches. Meanwhile, we embed an artificial interactive module in our recommender system to alleviate the cold start problem. Compared with several well-known cold start recommendation approaches, our method provides improved recommendation accuracy and quality. A series of experimental evaluations using a publicly available dataset demonstrate that the proposed recommender system outperforms existing recommender systems in addressing the cold start problem.

Analysis of the Field-specific Research Trends on Dream Start (드림스타트에 관한 분야별 연구동향 분석: 2008~2020년)

  • Choi, Eunhye;Hwang, Hyejung
    • Korean Journal of Childcare and Education
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    • v.17 no.4
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    • pp.111-128
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    • 2021
  • Objective: The purposes of this research are to analyze former research papers regarding Dream Start according to academic field in an attempt to better understand their services and to present additional directions. Methods: The 66 research papers regarding Dream Start from 2008 to 2020 were analyzed by three categories: welfare, child care(education) and health. In each category, this research analyzed the research papers by year, research type, research subject and the research topic. Results: First, the research papers regarding Dream Start were most actively published between 2010 and 2017 and the number of research papers decreased after 2018. Second, the results regarding the type of study showed that quantitative studies were mostly performed in all, but the detailed methods used mainly differed. Third, the subjects of the study commonly included guardians. Fourth, the research topics were focused on business content, operations, and direction. Conclusion/Implications: Based on these results, welfare, child care(education) and health sectors need to make more efforts for balanced development, and integrated research and longitudinal studies are necessary. Second, further research is needed to enhance the professionalism of teachers and nurses working in the Dream Start. Third, more research is needed for the integration and coordination of resource management.

Successful Examples of 3D Printing Technology-based Start-up Enterprises (3D 프린팅 기술 기반 창업 성공 사례)

  • Shim, Jin-Hyung;Yun, Won Soo;Ko, Tae Jo
    • Journal of the Korean Society of Manufacturing Process Engineers
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    • v.15 no.2
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    • pp.104-110
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    • 2016
  • The process of three-dimensional (3D) printing (also known as "rapid prototyping" and "additive manufacturing") uses computer-created digital models to produce 3D objects with a desired shape by stacking materials through a layer-by-layer process. The industrial potential and feasibility of 3D printing technology were recently highlighted in President Obama's State of the Union address in 2013. Since his speech, worldwide investment in and attention toward 3D printing technology have increased explosively. In addition, a number of 3D printing technology-based start-up companies have been established and evaluated as emerging enterprises making successful business models. In this paper, successful start-up companies (domestic and overseas) based on 3D printing technology will be reviewed.

A Study on the Background of Start-Ups and the Factors of Entrepreneurship in Young Job Seekers' Willingness to Start a Business: Verification of the Mediating Effect of Perception of Businessmen (청년구직자의 창업 배경과 기업가정신이 창업 의지에 미치는 요인에 관한 연구: 사업가에 대한 인식의 매개 효과 검증)

  • Oh, Hee Shun;Ha, Kyu Soo
    • Asia-Pacific Journal of Business Venturing and Entrepreneurship
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    • v.16 no.3
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    • pp.87-103
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    • 2021
  • The government is trying to create jobs by providing 160 billion won in 2021 to revitalize youth start-ups, but the number of youth unemployment and potential unemployment is hitting a record high of 1.2 million due to the shock of employment due to COVID-19. Although start-ups are encouraged as an alternative to revitalizing jobs, the success rate of young start-ups is low due to lack of start-up funds and experience. The purpose of this study is to understand the need to diversify start-up education and career education by understanding start-up policies through one-time funding and short-term education. The results of the study on the factors affecting the willingness to start a business were as follows, by sampling 344 students from specialized high schools preparing for employment and 344 young people in their 20s who are seeking jobs. First, among the entrepreneurship subvariables, innovation, autonomy of job value, and desire for economic achievement are significant, and the older the person surveyed, the more positive the perception of the entrepreneur was. Second, as you get older, your will to start a business decreases, and your experience in successful start-up models and start-up education has an impact on your will to start a business. Third, perception of entrepreneurs is a partial medium effect, which indirectly influences the willingness to start a business and directly or indirectly influences the willingness to start a business through the autonomy of job values, the desire to achieve economic and entrepreneurship.

Study in Post-Assembly Magnetization of Line Start Permanent Magnet Motor (영구자석 매입형 유도동기전동기의 조립 후 착자에 대한 연rn)

  • 이철규;권병일
    • The Transactions of the Korean Institute of Electrical Engineers B
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    • v.52 no.8
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    • pp.373-380
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    • 2003
  • This paper consists of a study in post-assembly magnetization of LSPM (Line Start Permanent Magnet Motor). Recently, LSPM is noted as an alternative to the induction motor because it offers a very high efficiency and unity power factor, And it is necessary for permanent magnets to be magnetized by means of post-assembly magnetization in LSPMS because of the manufacturing cost involved. The manufacturing process is also simpler in post-assembly magnetization than in pre-assembly magnetization. Generally, permanent magnet motors are magnetized by their own stator coil or by magnetizing fixtures. However, the permanent magnet in a LSPM is scarcely magnetized by using them because of the eddy current of the rotor bar. Hence, it is necessary to design a magnetizing fixture that overcomes this problem. In this paper, the author analyses the post-assembly magnetization of a LSPM and proposes a method for designing the magnetizing fixture. The method that the author proposes is to make the number of coil turns greater in order to reduce the effect of the eddy current of the rotor bars.

A Study on Prediction of Business Status Based on Machine Learning

  • Kim, Ki-Pyeong;Song, Seo-Won
    • Korean Journal of Artificial Intelligence
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    • v.6 no.2
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    • pp.23-27
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    • 2018
  • Korea has a high proportion of self-employment. Many of them start the food business since it does not require high-techs and it is possible to start the business relatively easily compared to many others in business categories. However, the closure rate of the business is also high due to excessive competition and market saturation. Cafés and restaurants are examples of food business where the business analysis is highly important. However, for most of the people who want to start their own business, it is difficult to conduct systematic business analysis such as trade area analysis or to find information for business analysis. Therefore, in this paper, we predicted business status with simple information using Microsoft Azure Machine Learning Studio program. Experimental results showed higher performance than the number of attributes, and it is expected that this artificial intelligence model will be helpful to those who are self-employed because it can easily predict the business status. The results showed that the overall accuracy was over 60 % and the performance was high compared to the number of attributes. If this model is used, those who prepare for self-employment who are not experts in the business analysis will be able to predict the business status of stores in Seoul with simple attributes.

Entrepreneurship Competency-Based Education Research: EntreComp (Entrepreneurship Competence) Frame for Advancement of University Startup Education (기업가정신역량기반 교육 연구: 대학 창업교육 고도화를 위한 EntreComp(Entrepreneurship Competence) Frame 도출)

  • Bian, Jhi-Yoo;Lee, Jang-Hee
    • Asia-Pacific Journal of Business Venturing and Entrepreneurship
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    • v.15 no.6
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    • pp.189-207
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    • 2020
  • The government has achieved quantitative growth in university start-up education while supporting start-up education. However, it failed to systematize start-up education from an academic, policy, and practical perspective and to reveal the relationship between education and achievements in supporting start-ups. Therefore, there is a lack of interest and effort to promote effective education. In Europe, in-depth research has already been done over many years to establish an EntreComp system. Competences create values for others and attempt to apply them to education, viewing them as the people's lifelong competitiveness. On the other hand, it is urgent to improve the education system as domestic university start-up education is mainly focused on cultural level start-up skills and easy-to-access education from a business administration perspective. Based on this, the entrepreneurship competence-based start-up education system was designed. Next, eight EntreComp frames were drawn for university students through the Focus Group Interview (FGI) and Delphi survey methods, as well as domestic and international prior studies on EntreComp. In 2018, 919 start-up education programs of 42 start-up leading universities were conducted to derive the status of education by EntreComp. Prior studies of 25 entrepreneurship competences, including data from Bacigalupo et al.(2016), which studied EntreComp in the EU, were investigated and reflected the frequency of research and the importance of education and start-up perspectives. Based on the purpose of the university start-up education presented in this study, the entrepreneurship competence frame consisting of a total of eight, including spotting opportunities, value creation, self improvement, mobilising resources, technology application, strategic management, relationship, and learning through experience, was derived through expert verification. It also investigated the current status of education by competence, the degree of reflection of competence education, and the relationship with the results of support for start-ups that reflect the number of students enrolled in each university. Through this, it was suggested that future start-up education at universities could be improved from the EntreComp perspective. It has a differentiation in research in that it conducted a thorough survey using the data on start-up courses operated by leading startup universities for a certain period. However, it is difficult to generalize because the number of samples of leading startup universities is limited. Nevertheless, this study proposes the educational goal of advancing university start-up education from the perspective of entrepreneurial competence, cultivating future required competences, and fostering entrepreneurial talents that create value for others. In addition, it is meaningful in that it presents a clear direction for subsequent research by preparing a framework for research from a more essential perspective on the entrepreneurship competence frame.

A start-up class model in multiple-class queues with N-policy and general set-up time (N-정책과 준비기간을 갖는 시동계층모형의 분석)

  • Yoon, Seung-Hyun;Lee, Ho-Woo;Seo, Won-Ju
    • Journal of Korean Institute of Industrial Engineers
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    • v.25 no.1
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    • pp.141-149
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    • 1999
  • In this paper, we consider multiple-class queueing systems in which the server starts a set-up as soon as the number of customers in the "start-up class" reaches threshold N. After the set-up the server starts his service. We obtain the Laplace-Stieltjes transform and the mean of the waiting times of each class of customers for FCFS and non-preemptive priority disciplines.

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A Spatial Analysis on the Formation and Dissolution of Start-up Firms in the Seoul Metropolitan Region (수도권 창업기업의 생멸에 대한 공간분포 패턴 분석)

  • Yi, Chang-Hyo
    • Journal of Cadastre & Land InformatiX
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    • v.45 no.1
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    • pp.241-256
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    • 2015
  • The purpose of this paper is to verify the spatial distribution difference between formation and dissolution of start-up firms related to life-cycle. For this purpose, a Korean business directories and information on business closures were used, and location information, starting time, and closure time of start-up firms in the Seoul metropolitan region from 2007 to 2009 were generated in this study. It applied The spatial distribution analysis methods on the formation and dissolution of the start-up firms included Barcki measurements and global spatial autocorrelation. The total number of start-up firms was 5,810, and their five-year survival rate was 77.25%. The dissolution pattern of the start-up firms was dispersed more than their formation pattern in each of the Seoul metropolitan regions, the city of Seoul, and the city of Incheon-Gyeonggi province. In addition, differences between the formation and dissolution patterns according to size and industry category of the firms were confirmed.

A Study on the Analysis of Management Efficiency of Start-up Investment Companies (창업투자회사의 경영 효율성 분석에 관한 연구)

  • Lee, Jun-Hyung;Yoon, Jun-Sang
    • Journal of Digital Convergence
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    • v.19 no.5
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    • pp.353-363
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    • 2021
  • This study analyzed to provide information for business improvement by analyzing the management efficiency of start-up investment companies so that startup investment companies can operate efficiently and by presenting information on inefficient factors. From 2014 to 2018, 83 start-up investment companies were analyzed using the DEA model. Input variables were he number of employees, capital, and output variables were selected for start-up investment assets, operating income, and net profit. As a result of the analysis, technical efficiency and pure technical efficiency showed a pattern with an increase in average, but scale efficiency repeatedly increased and decreased. It is believed that the decline in technology efficiency was due to the decrease in pure technology efficiency, and the inefficiency of start-up investment companies seems to have influenced the inefficiency of start-up investment companies rather than the inefficiency of scale. In addition, the size revenue shows that the DRS value is gradually decreasing, and the IRS value is generally increasing. It is believed that efficiency can be improved if operational inefficiency is improved based on the results and efficiency measures are established through scale expansion.