• 제목/요약/키워드: Data evaluation model

검색결과 4,076건 처리시간 0.035초

FAIR 원칙 기반 메타데이터 평가 프레임워크 (FAIR Principle-Based Metadata Assessment Framework)

  • 박진효;김성희;윤주상
    • 정보처리학회논문지:컴퓨터 및 통신 시스템
    • /
    • 제11권12호
    • /
    • pp.461-468
    • /
    • 2022
  • 최근 빅데이터 산업의 발전으로 디지털 플랫폼에서 데이터 활용 서비스를 제공하는 사례가 증가하고 있다. 이와 관련해 데이터 관련 분야에서 (메타)데이터 품질, 서비스, 기능 등의 평가에 적용할 수 있는 FAIR 원칙을 데이터 품질 평가에 적용하여 활용하는 연구가 진행되고 있다. 특히, 유럽 오픈 데이터 포털에서는 FAIR 원칙 기반의 평가 모델을 적용하여 이를 기준으로 데이터 성숙도 평가를 시행하고 그 결과를 매년 보고서로 공개하고 있다. 이에 반해 공공데이터 포털에서는 메타데이터를 기반으로 한 데이터 성숙도 평가를 시행하고 있지 않다. 따라서 본 논문에서는 유럽 오픈 데이터 포털에서 데이터 성숙도 평가를 위해 사용되고 있는 FAIR 원칙을 국내 여러 공공데이터 포털 및 데이터 거래를 위해 구축된 빅데이터 플랫폼에 데이터 성숙도 평가를 위한 새로운 모델 제안하고 평가를 시행한다. 제안한 성숙도 평가 모델은 공공데이터 포털 데이터셋 품질을 평가하는 모델이다.

학생에 의한 강의평가에서 집단별 표준화변환을 이용한 강좌평가모형 (Course evaluation model using standardized transformation by group in student evaluation of teaching)

  • 이재만;차영준
    • Journal of the Korean Data and Information Science Society
    • /
    • 제23권1호
    • /
    • pp.143-150
    • /
    • 2012
  • A대학교에서 상대평가로 성적을 부여하는 강의의 강의평가 자료를 대상으로 강좌특성이 강좌별 강좌평가점수에 미치는 영향을 분석하였다. 분석 결과 강좌별 강좌평가점수는 강좌 수강생의 평균학년과 남학생비율이 높을수록, 수강인원이 적을수록 높게 나타났다. 이러한 결과를 바탕으로 평가자의 학년과 성별의 효과를 통제할 수 있는 평가모형을 제안하고 제안한 사례를 통하여 평가모형의 수행능력을 고찰하였다.

제품 사용 기간을 반영한 기계학습 기반 사용자 평가 변화 예측 모델 (Machine Learning-based model for predicting changes in user evaluation reflecting the period of the product)

  • 부현경;김남규
    • 디지털산업정보학회논문지
    • /
    • 제19권1호
    • /
    • pp.91-107
    • /
    • 2023
  • With the recent expansion of the commerce ecosystem, a large number of user evaluations have been produced. Accordingly, attempts to create business insights using user evaluation data have been actively made. However, since user evaluation can change after the user experiences the product, it is difficult to say that the analysis based only on reviews immediately after purchase fully reflects the user's evaluation of the product. Moreover, studies conducted so far on user evaluation have overlooked the fact that the length of time a user has used a product can affect the user's product evaluation. Therefore, in this study, we build a model that predicts the direction of change in the user's rating after use from the user's rating and reviews immediately after purchase. In particular, the proposed model reflects the product's period of use in predicting the change direction of the star rating. However, since the posterior information on the duration of product use cannot be used as input in the inference process, we propose a structure that utilizes information about the product's period of use using an auxiliary classifier. As a result of an experiment using 599,889 user evaluation data collected from the shopping platform 'N' company, we confirmed that the proposed model performed better than the existing model in terms of accuracy.

An ANP-Based Performance Model for ERP System's Implementation

  • Ko, Je-Suk;Park, Soon-Hak
    • Journal of the Korean Data and Information Science Society
    • /
    • 제18권2호
    • /
    • pp.401-409
    • /
    • 2007
  • This paper addresses a performance evaluation model for ERP system's implementation using Analytic Network Process (ANP) technique. In this study, the performance variables are identified as the perspectives of cost, business process, systems operation, and change management, respectively. The empirical study also investigated factors that affect the performance variables to find out the causal relationship between them using the ANP approach. The data for the empirical analysis were collected from manufacturing companies that have implemented ERP systems. The research findings indicate the proposed model is powerful in proposing that the indirect relationship between influencing factors and managerial effectiveness, mediated by employee satisfaction, is an important one.

  • PDF

웹 사이트 디자인 평가모형 및 적용에 관한 연구 (Development and Application of an Evaluation Model for Website Design Problem)

  • 이국철;이성현
    • Journal of Information Technology Applications and Management
    • /
    • 제10권1호
    • /
    • pp.91-110
    • /
    • 2003
  • The primary goal of this paper is to develop an evaluation model for Web site design that have substantial effects of the performance of marketing and promotion of goods and services of the company. This paper proposes 3 design aspects such as dosing concepts, usability, and artistic coordination. The model also have tested its applicability to real world examples through an appropriate statistical techniques. Then, the model has been actually applied into 6 typical web sites and their design problems are thoroughly investigated and compared each other. Several web site design guidelines are also proposed for web design practitioners.

  • PDF

A Data Quality Management Maturity Model

  • Ryu, Kyung-Seok;Park, Joo-Seok;Park, Jae-Hong
    • ETRI Journal
    • /
    • 제28권2호
    • /
    • pp.191-204
    • /
    • 2006
  • Many previous studies of data quality have focused on the realization and evaluation of both data value quality and data service quality. These studies revealed that poor data value quality and poor data service quality were caused by poor data structure. In this study we focus on metadata management, namely, data structure quality and introduce the data quality management maturity model as a preferred maturity model. We empirically show that data quality improves as data management matures.

  • PDF

도서관 데이터 성숙도 평가모형 개발 연구 (A Study on the Development of Assessment Model for Data Maturity of Library)

  • 한상우
    • 한국문헌정보학회지
    • /
    • 제57권1호
    • /
    • pp.213-231
    • /
    • 2023
  • 본 연구는 도서관의 데이터 성숙도를 평가할 수 있는 모형(안)을 개발하고 제시하는 것을 목적으로 한다. 이를 위해 데이터 성숙도와 관련된 선행연구를 분석하여 도서관에 적용할 수 있는 성숙도 평가모형을 구성하고자 하였다. 본 연구의 결과 5개 영역의 19개 평가 요소로 구성된 데이터 성숙도 모형을 설계하였고, 성숙도 단계는 5단계로 설정하였다. 향후 데이터 성숙도 평가모형을 이용하여 도서관 빅데이터 사업에 참여하고 있는 도서관의 데이터 성숙도를 측정할 수 있을 것이며, 장기적으로 데이터 기반 도서관 운영 및 데이터 활용 발전 방향성을 제시할 수 있을 것으로 기대할 수 있다.

퍼지적분을 이용한 기업우량도평가모델 (An Evaluation Model on Enterprise Using Fuzzy Integral)

  • 주종문;심재홍;황승국;박영만
    • 산업경영시스템학회지
    • /
    • 제21권45호
    • /
    • pp.225-235
    • /
    • 1998
  • The scientific evaluation on enterprise helps establishing better management policy. Financial index has been used for the enterprise evaluation as the objective data. However, the necessity of the subjective data for competitive power evaluation is advocated recently. Therefore, in this paper, we propose an evaluation model of competitive power on enterprise by fuzzy integral, using the objective and the subjective data. The evaluation factors are composed to the financial index, top management, product, organization and enterprise's environment. These factors are grouped by detailed sub-factors of 16 units. Lastly, utilizing these factors, the efficiency of this method was shown by the result of the case study of 10 manufacturing enterprises.

  • PDF

750kW 풍력발전기의 소음실증 (Noise Test and Evaluation of a 750kW Wind Turbine Generator)

  • 김석현;허욱;이현우
    • 산업기술연구
    • /
    • 제27권B호
    • /
    • pp.59-64
    • /
    • 2007
  • This study introduces an environmental noise evaluation procedure and results for a wind turbine (W/T) system. Test and evaluation are required by the international standard IEC 61400-11 in the aspect of environmental effect. Test and evaluation are performed on U-50 WT model which is first developed by the domestic W/T manufacturer. W/T test model is under operation in Daekwanryung wind test site. An integrated monitoring system in the test site is utilized for the evaluation. With the noise signal, meteorological data and W/T operational data are monitored in real time by the integrated monitoring system using LabVIEW. From the measured noise data, acoustic power level are estimated and compared with those of other similar size WT under the wind speeds required by international standard.

  • PDF

직관 배관의 국부 감육결함에 대한 건전성 평가 모델 (Integrity Evaluation Model for a Straight Pipe with Local Wall Thinning Defect)

  • 박치용;김진원
    • 대한기계학회논문집A
    • /
    • 제29권5호
    • /
    • pp.734-742
    • /
    • 2005
  • The present study proposes the integrity evaluation model for a straight pipe with local wall thinning defect, which reflects the characteristics of training shape and loading condition in the Piping of nuclear power plant. For this purpose, a series of finite element analyses are performed under various defect geometries and loading conditions, and real pipe experiment data performed previously is employed. The model includes the effect of thinning length as well as thinning depth and width, and also it considers the combined loading effect between internal pressure and bending moment. The proposed model has been validated using the results of finite element analysis and pipe experiment data. The results indicate that the proposed model provides more reliable predictions of pipe failure than the current existing model, in terms of accuracy, consistency, and conservativeness of results.