• 제목/요약/키워드: Data evaluation model

검색결과 4,029건 처리시간 0.032초

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
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    • 제19권1호
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    • pp.91-107
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    • 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
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    • 제18권2호
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    • pp.401-409
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    • 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.

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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
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    • 제10권1호
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    • pp.91-110
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    • 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.

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A Data Quality Management Maturity Model

  • Ryu, Kyung-Seok;Park, Joo-Seok;Park, Jae-Hong
    • ETRI Journal
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    • 제28권2호
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    • pp.191-204
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    • 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.

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

  • 한상우
    • 한국문헌정보학회지
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    • 제57권1호
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    • pp.213-231
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    • 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
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    • 제21권45호
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    • pp.225-235
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    • 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.

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

  • 김석현;허욱;이현우
    • 산업기술연구
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    • 제27권B호
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    • pp.59-64
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    • 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.

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

  • 박치용;김진원
    • 대한기계학회논문집A
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    • 제29권5호
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    • pp.734-742
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    • 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.

Evaluation of Photonuclear Data of Mo, Zn, S and Cl for Applications

  • Lee, Young-Ouk;Han, Yin-Lu;Lee, Jeong-Yeon;Chang, Jogn-Hwa
    • Nuclear Engineering and Technology
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    • 제31권6호
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    • pp.529-540
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    • 1999
  • As part of IAEA CRP on "Compilation and evaluation of photonuclear data for applications", we evaluated photoproduction data of Mo, Zn, S and Cl isotopes for medical use and biological applications. Available experimental data were collected and their discrepancies were analyzed to select or reconstruct the representative data set. The photoabsorption cross sections were then evaluated tv applying the Giant Dipole Resonance (GDR) model for the energies below about 30 MeV and the quasi-deuteron model for energies below 140 MeV. The resulting representative photoabsorption data were given as input for the theoretical calculations for the emission process of light nuclei including neutron, proton, deuteron, triton, $^3He$, alpha particles and gamma rays by use of the Hauser-Feshbach and the preequilibrium model.

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위계적 선형모형을 이용한 강의평가 결정요인 분석 (Determinants of student course evaluation using hierarchical linear model)

  • 조장식
    • Journal of the Korean Data and Information Science Society
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    • 제24권6호
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    • pp.1285-1296
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    • 2013
  • 강의평가 결과에 영향을 미치는 특성변수로는 교과목 수준의 다양한 강좌특성 변수들과 수강생 수준의 다양한 인적특성 변수들이 있다. 특정 수강생은 다수의 교과목을 이수하기 때문에 다수의 교과목들은 동일한 수강생 안에 속하게 됨으로써 공유되는 특성이 있게 된다. 즉 강의평가 결과는 교과목 수준의 강좌특성 (1-수준)과 수강생 수준의 인적특성 (2-수준)에 의해 영향을 받는 다층구조 (multilevel)를 가지게 되며, 위계적 자료 특성을 가지는 복수의 분석단위의 구조가 된다. 따라서 전통적인 회귀분석에서와 같이 개별 교과목들이 독립이라는 가정을 할 수 없게 된다. 본 논문에서는 강의평가결과에 영향을 미치는 다층구조의 특성을 가진 변수들의 영향력을 보다 타당하게 분석하기 위한 방법으로 위계선형모형 (HLM; hierarchical linear model)을 이용하였다. 분석결과는 다음과 같다. 먼저 교과목 수준의 특성변수들 중에 강좌규모, 개설학년, 담당교수의 전임여부, 해당 교과목의 총 평균평점, 원어강좌 여부가 통계적으로 유의하게 강의평가 결과에 영향을 미친 것으로 나타났다. 또한 수강생 수준의 인적특성 변수들 중에는 성별, 학과계열, 대입당시 전형방법, 평균평점 등이 유의하게 강의평가 결과에 영향을 미친 것으로 나타났다.