• Title/Summary/Keyword: Model Introduction Method

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Self Introduction Essay Classification Using Doc2Vec for Efficient Job Matching (Doc2Vec 모형에 기반한 자기소개서 분류 모형 구축 및 실험)

  • Kim, Young Soo;Moon, Hyun Sil;Kim, Jae Kyeong
    • Journal of Information Technology Services
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    • v.19 no.1
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    • pp.103-112
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    • 2020
  • Job seekers are making various efforts to find a good company and companies attempt to recruit good people. Job search activities through self-introduction essay are nowadays one of the most active processes. Companies spend time and cost to reviewing all of the numerous self-introduction essays of job seekers. Job seekers are also worried about the possibility of acceptance of their self-introduction essays by companies. This research builds a classification model and conducted an experiments to classify self-introduction essays into pass or fail using deep learning and decision tree techniques. Real world data were classified using stratified sampling to alleviate the data imbalance problem between passed self-introduction essays and failed essays. Documents were embedded using Doc2Vec method developed from existing Word2Vec, and they were classified using logistic regression analysis. The decision tree model was chosen as a benchmark model, and K-fold cross-validation was conducted for the performance evaluation. As a result of several experiments, the area under curve (AUC) value of PV-DM results better than that of other models of Doc2Vec, i.e., PV-DBOW and Concatenate. Furthmore PV-DM classifies passed essays as well as failed essays, while PV_DBOW can not classify passed essays even though it classifies well failed essays. In addition, the classification performance of the logistic regression model embedded using the PV-DM model is better than the decision tree-based classification model. The implication of the experimental results is that company can reduce the cost of recruiting good d job seekers. In addition, our suggested model can help job candidates for pre-evaluating their self-introduction essays.

A Study on the Introduction of Pharmacy Information Systems After Medical Reform (의약분업이후 약국의 전산시스템 도입에 관한 연구)

  • 정희진
    • Journal of the Korea Society of Computer and Information
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    • v.6 no.2
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    • pp.143-151
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    • 2001
  • The purpose of this study is to present the model for introduction of pharmacy information systems after medical reform. AHP(analytic hierarchy process) method is used to compute preference over factors which are included in the introduction of information systems. The fuzzified mu1ti-objective programming model is given to consider the aspects of resource and to accommodate the aspiration level and satisfaction level of decision makers. Numerical examples illustrating interpolated model are presented to accommodate the uncertainty of priority and the implications of this model is discussed.

A Study on the Design Method and the Effect Analysis for the Introduction of the Integrated System Model of Individual Urban Utility Plants (에너지공급시설 및 환경기초시설의 복합화 방안 및 적용효과 분석)

  • Lee, Tae-Won;Kim, Yong-Ki
    • Proceedings of the SAREK Conference
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    • 2005.11a
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    • pp.235-240
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    • 2005
  • Recently urban utility plants in urban areas of Korea, such as energy supply systems, municipal waste incineration systems, sewage treatment systems and so on, have caused some critical troubles, for instance the insensitive response to the seasonal or daily variation of loads, the low system efficiency and inefficient use of energy because of the large-scale system located a great distance. Therefor the design method of optimal integrated system model of various urban utility plants proposed in this study suitably to the present situation of Korea. Also, the effect analysis for the introduction of compound utility plants was studied for a new town model on a 60,000 persons scale. As the results we found that the complex plant was superior to individual urban utility plant in side of the initial investment expenses, the operating cost and other reasons.

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Study on the analysis of AHP method and the introduction of modified economic evaluation model for subtantial economic evaluation of AMS (AMS(Advanced Manufacturing System)의 실질인 경제성 평가를 위한 수정된 경제성 평가모델의 도입과 AHP(Analytical Hierarchy Process 기법의 분석에 관한 연구)

  • 유일근;오경환
    • Proceedings of the Korean Operations and Management Science Society Conference
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    • 1990.04a
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    • pp.335-343
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    • 1990
  • The traditional economic evaluation methods do not seem to consider derivative efforts-productivity improvement, quality improvement.-which may be occured by AMS introduction. Current evaluation methods are based on mass production with known characteristic and stable technology. Recently, expert suggest that these assumption-stable production and mass production-are realized to be a limited in substantial economic evaluation analysis. Therefore, the problem of traditional evaluation methods suggested in this thesis and decision in the case studies are derived using two complementary economic analysis methods-AHP method, modified economic evaluation model- and traditional evaluation method. After three methods are compared and evaluated in the view of practical economic evaluation, AHP method is intended to be introduced as a new economic evaluation method.

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The energy-saving effect by controlling the number of operating chillers in university facility (대학시설에 대한 열원기기 대수 운전 제어의 에너지 절약 효과)

  • Lee, Je-Hyeon;Akashi, Yasunori;Kum, Jong-Soo;Kim, Dong-Gyu
    • Proceedings of the SAREK Conference
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    • 2009.06a
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    • pp.1043-1048
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    • 2009
  • This paper proposes the new operation control method that let heat source system stop and circulate only hot water at low load, and verified the introduction effect. At first, we constructed simulation model of heat source system and examined the proposing method by using simulation model. At last, we examined the introduction effect of proposing method with actual building. As a result, the primary energy consumption of heat source system was reduced by about 13%.

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A Study on the Quasi-3-Dimensional Compressible Flow Calculation by Introduction of Viscous Loss Model in Axial-Flow Compressor (점성 손실모델 도입에 의한 축류 압축기 준 3차원 압축성 유동해석)

  • 조강래;이진호;김주환
    • Transactions of the Korean Society of Mechanical Engineers
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    • v.13 no.5
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    • pp.1044-1051
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    • 1989
  • A numerical calculation is carried out for the analysis of 3-dimensional compressible flow field in axial-flow rotating blades by using finite element method. The calculation of flow in impellers plays a dominant role in the theoretical research and design of turbomachines. Three-dimensional flow fields can be obtained by the quasi-three-dimensional iterative calculation of the flows both on blade-to-blade stream surfaces and hub-to-shroud stream surfaces with the introduction of viscous loss model in order to consider a loss due to viscosity of fluid. In devising the loss model, four primary sources of losses were identified: (1) blade profile loss (2) end wall loss (3) secondary flow loss (4) tip-leakage loss. For the consideration of an axially parabolic distribution of loss, the results of present calcullation are well agreed with the results by experiment, thus the introduction of loss model is proved to be valid.

Development of Investment Evaluation Model for Ubiquitous Health Service (유비쿼터스 서비스 모델의 성과 평가 모형 개발에 관한 연구 : u-Health 서비스의 투자 타당성을 중심으로)

  • Nam, Se-Il;Kim, Min-Kwan;Lee, Cha-Young;Han, Chang-Hee
    • Journal of Information Technology Applications and Management
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    • v.15 no.1
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    • pp.183-202
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    • 2008
  • The introduction of a ubiquitous environment has realized commercial ubiquitous services in various industrial fields and government area. The central and/or local governments are demanding an appropriate investment evaluation model for ubiquitous service. Thus, this study develops and suggests an evaluation model for ubiquitous service by reflecting its characteristic of promoting public good, as well as its broad ripple effect on people. The investment evaluation model for ubiquitous service suggested by this study is based on Cost Benefit Analysis Method. Especially, the 'Benefit' is analyzed in two aspects; 'Economic Benefit', which shows the benefit that ubiquitous service providers to the overall local economy, and; 'Financial Benefit', which shows the profit of individual investors participating in the introduction of ubiquitous service. The investment evaluation model for ubiquitous service suggested by this study can be used by the central and/or local government during their evaluation for investment before introducing a ubiquitous service. Also, when introducing a ubiquitous service in public field, the model can be used to support the decision making of private businesses for investment. Finally, it can be used to promote and inform the expected benefits of introducing a ubiquitous service to local residents.

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A Cloud Adoption Method of Public Sectors using a Convergence Decision-making Model (융합의사결정모델을 이용한 공공기관의 클라우드 도입 방법)

  • Seo, Kwang-Kyu
    • Journal of Digital Convergence
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    • v.15 no.11
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    • pp.147-153
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    • 2017
  • The Korean government has implemented various policies to introduce the cloud to the public sector. The objectives of the paper are to develop a decision-making model and to propose the roadmap for cloud introduction in the public sector. To achieve these objectives, we analyze the characteristics of public services and types of cloud service. Then we develope a cloud introduction method using fuzzy AHP based convergence decision-making model. As a result of this study, we decided to prioritize the cloud service candidates and proposed a three-step roadmap. The results are expected to contribute to cloud introduction and transition in the public sector and establishment of the cloud policy. In the future, it will be necessary to develop budget plans as well as additional decision-making factors for cloud adoption.

A Study on Diversification of Financing Method for BTL Private Participation in Infrastructure by Introduction of ABS (자산유동화증권 도입을 통한 BTL 민간투자사업에서의 재원 조달 다양화 방안 연구)

  • Park, Young-Min;Kim, Soo-Yong
    • Proceedings of the Korean Institute Of Construction Engineering and Management
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    • 2006.11a
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    • pp.378-383
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    • 2006
  • This study presents the results from an investigation into ABS to revitalize small and medium construction enterprises, and to analyze merits and demerits of ABS introduction using sensitivity analysis some realistic cases. According to some available procedures, this study suggests ABS introduction structure of new education facilities construction in BTL projects of two different types. In order to analyze the effectiveness of introduction, a model was built as new education facilities construction in this paper. In addition, this study tried to put a figure on finance interest changes by analyzing changes for earning rates and money that payed by the government. Moreover, this study also presents merits and demerits of ABS introduction.

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Implications in Case Study on the Electronic Bills of Lading (전자선화증권의 기능에 대한 사례분석과 시사점)

  • Choi, Seok-Beom;Kim, Tae-Hwan
    • International Commerce and Information Review
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    • v.7 no.1
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    • pp.171-194
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    • 2005
  • The CMI Rules for Electronic Bills of Lading were drafted by the Comite Maritime International(CMI) and related specifically to EDI transfers of negotiable bills of lading. The CMI Rules are contractual in nature and the application of the CMI Rules is strictly voluntary. The method adopted in the CMI Rules to enable negotiation of the rights to cargo in a controlled method is based on the introduction of the ‘Private Key’. The Bolero service will be governed by a multilateral contract called the Bolero Rule Book which specifies the rights and responsibilities of Bolero and its users. The Title Registry and Bolero Bill of Lading provide a fully functional equivalent to the paper bill of lading. The Bolero Bill of Lading can be created, transferred, amended, and surrendered by way of designating to order party, blank endorsement, refusal by the transferee etc. In Japan, through TEDI Project, the RSP Model is introduced as e-trade solution like Bolero's Solution. The RSP Model Solution will be furnished through TC(Trade Chain) Server and RSP(Repository Service Provider) Server. The purpose of this paper is to analyze comparatively the CMI Rules and Bolero Bill of Lading and RSP Model of TEDI and to find the implications in this case study for quick introduction of electronic Bill of Lading.

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