• 제목/요약/키워드: Use Case Analysis Framework

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NLP 활용 사례 분석 및 도입에 관한 연구: 분석 프레임워크와 시사점 (A Study on Use Case Analysis and Adoption of NLP: Analysis Framework and Implications)

  • 박현정;임희석
    • 한국IT서비스학회지
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    • 제21권2호
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    • pp.61-84
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    • 2022
  • With the recent application of deep learning to Natural Language Processing (NLP), the performance of NLP has improved significantly and NLP is emerging as a core competency of organizations. However, when encountering NLP use cases that are sporadically reported through various online and offline channels, it is often difficult to come up with a big picture of how to understand and interpret them or how to connect them to business. This study presents a framework for systematically analyzing NLP use cases, considering the characteristics of NLP techniques applicable to almost all industries and business functions, environmental changes in the era of the Fourth Industrial Revolution, and the effectiveness of adopting NLP reflecting all business functional areas. Through solving research questions based on the framework, the usefulness of it is validated. First, by accumulating NLP use cases and pivoting them around the business function dimension, we derive how NLP techniques are used in each business functional area. Next, by synthesizing related surveys and reports to the accumulated use cases, we draw implications for each business function and major NLP techniques. This work promotes the creation of innovative business scenarios and provides multilateral implications for the adoption of NLP by systematically viewing NLP techniques, industries, and business functional areas. The use case analysis framework proposed in this study presents a new perspective for research on new technology use cases. It also helps explore strategies that can dramatically improve organizational performance through a holistic approach that encompasses all business functional areas.

요구사항 수집 단계에서 가변성 분석을 위한 문제 프레임 및 목표 모델 통합 프레임워크 (A Framework Integrating Problem Frames and Goal Modeling to Support Variability Analysis during Requirements Elicitation)

  • 미투시 싱;이석원
    • 정보과학회 논문지
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    • 제44권3호
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    • pp.261-274
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    • 2017
  • 가변성 관리는 시스템이 어느 정도까지의 복잡성을 처리할 수 있는가를 정의하는 가장 중요한 기준이다. 대부분의 요구 공학 연구에서는 시스템이 동작하는 환경에 대해 많은 부분을 간과하거나 추측하는 수준에 그치고 있다. 그러나 실시간 시스템에서는 본질적으로 변화하는 컨텍스트를 관찰하고 조정하는 것은 중요한 요소이다. 본 연구에서는 i* 목표 모델, 문제 프레임, 유즈 케이스 맵, 라이브 시퀀스 차트를 활용하여 다양한 컨텍스트에 적합한 요구사항을 식별할 수 있는 프레임워크를 제안하며 스마트 그리드의 실시간 가격 정책 변화 시스템을 사례 연구로 활용하여 제안하는 프레임워크를 단계별로 자세하게 설명한다. 사례 연구를 통해 제안방법에서 유즈 케이스 맵과 라이브 시퀀스 차트를 활용한 시나리오 정교화 과정이 초기 컨텍스트 분석 및 검증에 도움을 주는 것을 보여주며 장애물 및 충돌 분석을 위한 요구사항을 정교화함으로써 요구공학 엔지니어들이 시스템의 건장성을 증가시키는 것을 도와줄 수 있음을 증명한다. 이처럼 제안하는 프레임워크는 이론적인 방법과 실증적인 사례를 통해 평가된다.

국내 금융기관의 IT 거버넌스 체계에 관한 연구 : IT 거버넌스 원칙을 중심으로 (A Comparative Case Analysis of IT Governance Practices : IT Principles Perspective)

  • 김은영;이정훈;이채린
    • 한국IT서비스학회지
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    • 제11권4호
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    • pp.51-67
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    • 2012
  • In recent years, research has begun to place greater emphasis on the strategic use of IT in seeking to build firm's capability, thus innovating firm's business value. Many leading firms have been put efforts to formulate and implement IT governance (ITG) structures, processes, and mechanisms for firm's IT activities. However, recent literatures reviews found that ITG framework have been discussed independently rather than in an integrated and on convergent manner failing to provide comprehensive conceptual framework. The objective of this paper is therefore, to develop a conceptual framework that enable to conduct a comparative ITG case studies. The proposed framework, developed by one of author, has extensively applied in real case study to validate its usefulness and also aims to contribute practitioners to understand how well IT principles are formed within the organization as well as corelate with ITG objectives and ITG execution.

Agile Software Development Framework in a Small Project Environment

  • Lee, Seiyoung;Yong, Hwan-Seung
    • Journal of Information Processing Systems
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    • 제9권1호
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    • pp.69-88
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    • 2013
  • Agile methods are highly attractive for small projects, but no agile method works well as a standalone system. Therefore, some adaption or customization is always required. In this paper, the Agile Framework for Small Projects (AFSP) was applied to four industry cases. The AFSP provides a structured way for software organizations to adopt agile practices and evaluate the results. The framework includes an extended Scrum process and agile practices, which are based on agility and critical success factors in agile software projects that are selected from Scrum, XP, FDD, DSDM and Crystal Clear. AFSP also helps software managers and developers effectively use agile engineering techniques throughout the software development lifecycle. The case study projects were evaluated on the basis of risk-based agility factors, the agility of the adopted practices, agile adoption levels, and the degree of the agile project success. The analysis of the results showed that the framework used in the aforementioned cases was effective.

An Approach for Developing Web Applications by Reusing Components of e-Government Standard Framework

  • Moon, Mikyeong;Kim, Dong-Ju
    • 한국컴퓨터정보학회논문지
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    • 제20권8호
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    • pp.45-52
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    • 2015
  • To solve the problem of low inter-operability of systems and low reusability caused by not being standardized and common-shared development foundation between software developers, the government has proposed e-Government(eGov) standard framework. However, the development method based on eGov standard framework is not easy to learn and to use fluently, because it is so dissimilar the existing traditional development method. In this paper, we propose an approach for developing web applications by reusing common components of eGov standard framework, and describe about the case study of developing Can_Pro(Computer Aided Nutritional analysis program for Professionals) based on eGov standard framework. Consequently, we show improvement in productivity and reduction budget through reusability of common components and eGov standard framework.

담론적 관점에서 그래프 해석에 대한 분석틀 재구성 및 적용 -우리나라 수학 교과서와 미국 CMP 교과서 중심으로- (Reconstruction and application of an analytic framework for discursive approach to interpretations of graph -The case of a Korean textbook and CMP-)

  • 김원;최상호;김동중
    • 한국수학교육학회지시리즈A:수학교육
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    • 제57권4호
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    • pp.433-452
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    • 2018
  • The purpose of this study is to provide implications for improvement of mathematics textbook based on discursive approach to textbook analysis that complementarily combines a communicational approach to cognition and social semiotics. For this purpose, we reconstructed an analytic framework for discursive approach to written discourses of Korean textbook and CMP, and applied it to our analysis. Results show that several characteristics in meanings were developed by the use of words and visual mediators. First, in the case of ideational meaning, there were qualitative and quantitative differences between vocabularies used and between information addressed by visual mediators. Second, in the case of structural meaning, an offer and application of procedure was emphasized in a Korean textbook, whereas expectation and selection experiences of diverse possibilities for problem solving was underlined in CMP. In the case interpersonal meaning of student-author, imperative instructions were paid attentions in a Korean textbook. In contrast, students' interdependence and active participation were stressed in CMP. Therefore, this study addressed ideas about how to analyze mathematics textbooks based on integrated meanings developed by the use of words and visual mediators. In addition, it distributes implications for improvements of Korean mathematics textbooks through the analytic framework of both mathematical meanings and interpersonal meanings of student-author.

딥러닝 오픈소스 프레임워크의 사례연구를 통한 도입 전략 도출 (Deriving adoption strategies of deep learning open source framework through case studies)

  • 최은주;이준영;한인구
    • 지능정보연구
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    • 제26권4호
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    • pp.27-65
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    • 2020
  • 많은 정보통신기술 기업들은 자체적으로 개발한 인공지능 기술을 오픈소스로 공개하였다. 예를 들어, 구글의 TensorFlow, 페이스북의 PyTorch, 마이크로소프트의 CNTK 등 여러 기업들은 자신들의 인공지능 기술들을 공개하고 있다. 이처럼 대중에게 딥러닝 오픈소스 소프트웨어를 공개함으로써 개발자 커뮤니티와의 관계와 인공지능 생태계를 강화하고, 사용자들의 실험, 적용, 개선을 얻을 수 있다. 이에 따라 머신러닝 분야는 급속히 성장하고 있고, 개발자들 또한 여러가지 학습 알고리즘을 재생산하여 각 영역에 활용하고 있다. 하지만 오픈소스 소프트웨어에 대한 다양한 분석들이 이루어진 데 반해, 실제 산업현장에서 딥러닝 오픈소스 소프트웨어를 개발하거나 활용하는데 유용한 연구 결과는 미흡한 실정이다. 따라서 본 연구에서는 딥러닝 프레임워크 사례연구를 통해 해당 프레임워크의 도입 전략을 도출하고자 한다. 기술-조직-환경 프레임워크를 기반으로 기존의 오픈 소스 소프트웨어 도입과 관련된 연구들을 리뷰하고, 이를 바탕으로 두 기업의 성공 사례와 한 기업의 실패 사례를 포함한 총 3 가지 기업의 도입 사례 분석을 통해 딥러닝 프레임워크 도입을 위한 중요한 5가지 성공 요인을 도출하였다: 팀 내 개발자의 지식과 전문성, 하드웨어(GPU) 환경, 데이터 전사 협력 체계, 딥러닝 프레임워크 플랫폼, 딥러닝 프레임워크 도구 서비스. 그리고 도출한 성공 요인을 실현하기 위한 딥러닝 프레임워크의 단계적 도입 전략을 제안하였다: 프로젝트 문제 정의, 딥러닝 방법론이 적합한 기법인지 확인, 딥러닝 프레임워크가 적합한 도구인지 확인, 기업의 딥러닝 프레임워크 사용, 기업의 딥러닝 프레임워크 확산. 본 연구를 통해 각 산업과 사업의 니즈에 따라, 딥러닝 프레임워크를 개발하거나 활용하고자 하는 기업에게 전략적인 시사점을 제공할 수 있을 것이라 기대된다.

지리정보체계를 이용한 안산시의 오픈스페이스 분석 (An Analysis of Urban Open Space with Geographic Information Systems - A Case Study of Ansan City, Korea -)

  • 서동조;박종화
    • 대한원격탐사학회지
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    • 제6권2호
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    • pp.89-113
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    • 1990
  • The purpose of this study is to develop means to apply GIS and remote sensing technology to the analysis of Korean urban open spaces. To achieve this objective, a framework of analysis of urban open spaces was developed, and then the framework was applied for the evaluation of the potential and suitability of open spaces of Ansan City, which is a new town developed to accomodate industries relocation from Seoul, Korea, mainly due to their pollution problems. The software used in this study are IDRISI, a grid-based GIS, and KMIPS, a remote sensing analysis system. Both packages are based on IBM PC/AT computers with Microsoft DOS. Landsat MSS and TM data were used for the land use classification, land use change detection, and analysis of transformed vegetation indices. The size of the geographic data base is 110 rows and 150 columns with the spatial resolution of 100m$\times$100m. The framework of analysis includes both quanititative and qualitative analysis of open spaces. The quantitative analysis includes size and distribution of open spaces, urban develpment of open spaces, and the degree of vegree of vegetation removal of the study area. The qualitative analysis includes evaluative criteria for primary productivity of land, park use potential, major visual resources, and urban environmental control. The findings of this study can be summarized as follows. First, the size of builtup areas increased 18.73km$^2$, while the size of forest land decreased 10.86km$^2$ during last ten years. Agricultural lands maintained its size, but shifted toward outside of the city into forest. Second, the potential of open spaces for park use is limited mainly due to their lack of accessibility and connectivity among open spaces, in spite of ample acreage and good site conditions. Third, major landscape elements and historic sites should be connected to the open space system of the city by new accesses and buffers.

객체지향 환경에서 소프트웨어 생산성 향상을 위한 프레임워크 모델 연구 (The Study of Framework Model for Software Productivity Enhancement in Object-Oriented Environment)

  • 허계범;김영규;양동일
    • 한국항행학회논문지
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    • 제14권6호
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    • pp.900-908
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    • 2010
  • 최근 소프트웨어 개발에 적용하기 시작한 객체지향 방법(OOM:Object-Oriented Method)은 독립적인 소프트웨어의 재사용을 통한 개발 비용과 시간의 단축을 강조하고 있다. 그러나 개발 기술에 대한 지식 부족과 확장성 및 성능을 배제한 설계로 많은 문제점이 나타나고 있다. 따라서 본 논문에서는 소프트웨어 개발 생명주기에서 소프트웨어 생산성 향상을 위한 효율적인 객체지향 모델링 방법을 제안하고자 한다. 제안 방법은 Use Case 모델링, 분석 모델링, 그리고 설계 모델링 방법들을 포함하고 있다.

군단위지역 토지이용계획의 합리적 책정을 위한 토지적성구분(II) - 토지이용적성의 종합화 방안 - (Land Suitability Classification for Rational Land Use Planning in County(Gun) Area(II) Determination of the land Use Suitability to Integrate the Classified Values -)

  • 황한철;최수명;한경수
    • 농촌계획
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    • 제2권1호
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    • pp.31-38
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    • 1996
  • As a rational decision-making process of county-level area development, this study designed 3-step framework : function-giving(areal analysis) on unit planning area by decision matrix of land suitability, check of typical characteristics of each function area and formulation of its future development strategies. Two alternatives were suggested as the areal analysis method, of which one is equal ordering / valuing technique of checking indices for land suitability classfication and the other preferential weighting technique. And then, under the algorithm specially defined in this study, land suitability maps(Fig.2,3) of the case study area (Seungju-county area, Chonnam-province, Korea) were drawn from the areal analysis results. By use of land suitability classification results, unique characteristics of typical function areas were defined (on 7 types of alternative 1 , 8 types of II ) and their future development strategies were formulated in the case study area, According to the categorization criteria in this study, all the villages of the case area were classfied as a suitable type of function areas illustrated in this study.

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