• 제목/요약/키워드: accuracy analysis

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연결강도분석접근법에 의한 부도예측용 인공신경망 모형의 입력노드 선정에 관한 연구 (Selection of Input Nodes in Artificial Neural Network for Bankruptcy Prediction by Link Weight Analysis Approach)

  • 이응규;손동우
    • 지능정보연구
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    • 제7권2호
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    • pp.19-33
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    • 2001
  • 본 연구에서는 부도예측용 인공신경망의 입력노드 선정을 위한 휴리스틱으로 연결강도분석접근법을 제안한다. 연결강도분석은 학습이 끝난 인공신경망에서 입력노드와 은닉노드를 연결하는 연결가중치의 절대값 즉, 연결강도를 분석하여 입력변수를 선정하는 접근법으로, 선정기준에 따라 약체연결뉴론제거법과 강체연결뉴론선택법을 들 수 있다. 본 연구에서는 약체연결뉴론제거법, 강체연결뉴론선택법 그리고 이 두 기법을 통합한 통합 연결강도 모형을 제안하여 각각 의사결정트리 및 다변량판별분석에 의해 선정된 입력변수를 이용한 인공신경망 모형과 예측율을 비교한다. 실험 결과 본 연구에서 제안하고 있는 방법론이 의사결정트리나 다변량판별분석 기법보다 높은 예측율을 보여주었다. 특히 두 기법의 통합연결강도 모형의 경우에는 다른 단일 기법보다 높은 예측율을 보이고 있다.

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다중영상 강화에 의한 고해상도 수치영상획득 (The Digital Image Acquisition of High-resolution by Enhancing the Multiple Images)

  • 강준묵;오원진;엄대용
    • 한국측량학회지
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    • 제17권2호
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    • pp.167-176
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    • 1999
  • 각종 영상매체와 수치영상처리 기술이 발전함에 따라 수치영상을 이용한 대상물의 정량적 또는 정성적 분석에 관한 연구가 활발히 진행되고 있다. 그러나 높은 정확도의 영상해석에 있어 고해상도의 영상획득 시스템에 대한 의존도가 매우 높은 실정이며 이들은 고가의 장비라는 문제점을 안고 있다. 본 연구에서는 저가의 영상획득 시스템에 의해 획득한 다중영상을 강화ㆍ분석하여 최적의 강화조건을 도출하고 이를 적용하여 3차원 정확도 분석을 실시하였다. 저해상도의 원시영상과 최적의 조건에 의해 강화한 영상을 이용하여 평균 3차원 위치오차를 분석한 결과, 강화영상은 원시영상에 비해 10%정도 향상된 정확도를 보였다.

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2차원 자가 보정 알고리즘에서의 불확도 전파 (Error propagation in 2-D self-calibration algorithm)

  • 유승봉;김승우
    • 한국정밀공학회:학술대회논문집
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    • 한국정밀공학회 2003년도 춘계학술대회 논문집
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    • pp.434-437
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    • 2003
  • Evaluation or the patterning accuracy of e-beam lithography machines requires a high precision inspection system that is capable of measuring the true xy-locations of fiducial marks generated by the e-beam machine under test. Fiducial marks are fabricated on a single photo mask over the entire working area in the form of equally spaced two-dimensional grids. In performing the evaluation, the principles of self-calibration enable to determine the deviations of fiducial marks from their nominal xy-locations precisely, not being affected by the motion errors of the inspection system itself. It is. however, the fact that only repeatable motion errors can be eliminated, while random motion errors encountered in probing the locations of fiducial marks are not removed. Even worse, a random error occurring from the measurement of a single mark propagates and affects in determining locations of other marks, which phenomenon in fact limits the ultimate calibration accuracy of e-beam machines. In this paper, we describe an uncertainty analysis that has been made to investigate how random errors affect the final result of self-calibration of e-beam machines when one uses an optical inspection system equipped with high-resolution microscope objectives and a precision xy-stages. The guide of uncertainty analysis recommended by the International Organization for Standardization is faithfully followed along with necessary sensitivity analysis. The uncertainty analysis reveals that among the dominant components of the patterning accuracy of e-beam lithography, the rotationally symmetrical component is most significantly affected by random errors, whose propagation becomes more severe in a cascading manner as the number of fiducial marks increases

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인터넷 쇼핑몰의 서비스 품질이 소비자 만족과 구전의도에 미치는 영향 (The Effects of Service Quality of Internet Shopping Malls on Consumer Satisfaction and Word of Mouth Intention)

  • 전대근;강은미;최주영
    • 한국의류산업학회지
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    • 제10권6호
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    • pp.890-899
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    • 2008
  • This study aimed to identify the effects of service quality of internet shopping malls on consumer satisfaction and word of mouth intention. The data were obtained from questionnaires completed by 345 people aged between 20 and 39 living in Busan. The SPSS package was used for data analysis whose methods included factor analysis, ANOVA, cluster analysis and regression analysis. The results of this study were as follows: First, the service quality factors were determined to be reliability, diversity, convenience, accuracy & communicability. Differences among the groups divided by service quality factors were found to be meaningful in consumer satisfaction and word of mouth intention. Second, reliability, diversity, convenience & accuracy significantly affected consumer satisfaction, however all the service quality factors significantly effected word of mouth intention. Finally, consumer satisfaction, reliability, diversity, accuracy & communicability had an significant effect on word of mouth intention. It would be helpful for the managers of internet shopping malls that consumers can be satisfied with right fashion products and efficient inter-communication based on trustfulness in the long-term relationship.

스플라인 이형인발을 위한 중간 다이 단면형상 설계 (Design of the Cross Sectional Shape of Intermediate Die for Shaped Drawing of Spline)

  • 이재은;이태규;이상곤;김병민
    • 소성∙가공
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    • 제17권8호
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    • pp.627-632
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    • 2008
  • The cross sectional shape of intermediate die is one of important parameters to improve dimensional accuracy of final product in shaped drawing process. Until now, it has been designed by the experience or trial and error of the expert. In this study, the cross sectional shape of intermediate die for spline shape is determined by the electric fields analysis and scale factor method. The result of the electric fields analysis and scale factor method have been compared with that of the expert method. The effects of cross sectional shape on the dimensional accuracy were investigated by using FE-simulation. And then the multi-stage shaped drawing experiments were performed to verify the results of FE-simulation. As a result, the cross sectional shape from the electric fields analysis and scale factor method had the good dimensional accuracy. These two methods can be used for the method to obtain the cross sectional shape of intermediate die in shaped drawing process.

의약품 함량분석 정도관리에서의 변이 요인에 대한 통계분석 (Statistical Analysis on the Sources of Variance in Proficiency Test of Quantitative Analysis of Medicines)

  • 조정환
    • Journal of Pharmaceutical Investigation
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    • 제37권1호
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    • pp.27-37
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    • 2007
  • Proficiency test is an essential tool far ensuring analytical ability of analytical chemists and analytical institutes. Usually, the standard protocol for proficiency test is focused on acceptability of reported analytical results of participants by calculating z-scores and related diagnostic parameters. The ultimate goal of this process is to reveal the sources of variability of analytical results and to find the way to reduce their influence. In this study, the method of analysis of variance (ANOVA) was applied to the analytical data collected from qualify control departments of pharmaceutical companies in KyungIn province in Korea in the year of 2000. As influencing factors of variability of analytical results, the use of internal standards for liquid and gas chromatograpy, the educational and professional background of participants, geological locations and yearly production sizes of participating companies were evaluated. To evaluate the variability in accuracy of analytical results, absolute differences from sample mean and sample median were used and to evaluate variability in precision of individual participants, the reported standard deviation of each participant was used. As a result, the use of internal standards in gas chromatographic analysis, participants' academic background and the yearly production sizes of pharmaceutical companies showed statistically significant influence to the accuracy and the precision of the reported analytical results used in this study.

Evaluation of Volumetric Texture Features for Computerized Cell Nuclei Grading

  • Kim, Tae-Yun;Choi, Hyun-Ju;Choi, Heung-Kook
    • 한국멀티미디어학회논문지
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    • 제11권12호
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    • pp.1635-1648
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    • 2008
  • The extraction of important features in cancer cell image analysis is a key process in grading renal cell carcinoma. In this study, we applied three-dimensional (3D) texture feature extraction methods to cell nuclei images and evaluated the validity of them for computerized cell nuclei grading. Individual images of 2,423 cell nuclei were extracted from 80 renal cell carcinomas (RCCs) using confocal laser scanning microscopy (CLSM). First, we applied the 3D texture mapping method to render the volume of entire tissue sections. Then, we determined the chromatin texture quantitatively by calculating 3D gray-level co-occurrence matrices (3D GLCM) and 3D run length matrices (3D GLRLM). Finally, to demonstrate the suitability of 3D texture features for grading, we performed a discriminant analysis. In addition, we conducted a principal component analysis to obtain optimized texture features. Automatic grading of cell nuclei using 3D texture features had an accuracy of 78.30%. Combining 3D textural and 3D morphological features improved the accuracy to 82.19%. As a comparative study, we also performed a stepwise feature selection. Using the 4 optimized features, we could obtain more improved accuracy of 84.32%. Three dimensional texture features have potential for use as fundamental elements in developing a new nuclear grading system with accurate diagnosis and predicting prognosis.

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비중첩 영역 분할기법 기반 병렬해석의 정확도 분석 (Accuracy Analysis of Parallel Method based on Non-overlapping Domain Decomposition Method)

  • 탁문호;송유섭;전혜관;박대효
    • 한국전산구조공학회논문집
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    • 제26권4호
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    • pp.301-308
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    • 2013
  • 본 논문에서는 새로운 비중첩 영역 분할 기법을 바탕으로 한 병렬해석의 정확도 분석이 수행된다. Tak 등(2013)에 의해 제안된 이 방법에서 분할된 하위도메인들은 서로 중첩되지 않으며 계면요소(interfacial element)라 불리는 가상연결유한요소를 통해 서로 간의 관계가 결정된다. 이 접근법의 주요 장점은 영역 분할시 floating 도메인에서 발생할 수 있는 특이강성행렬(singular stiffness matrix)을 계면요소의 결합을 이용하여 가역행렬(invertible matrix)로 변환할 수 있다는 것과 기존의 FETI법에 비하여 해석시간과 스토리지(storage) 사용을 줄일 수 있다는 것이다. 반면에 3개 이상의 하위도메인들이 한 점에서 연결되는 경우를 의미하는 cross point에서는 해석의 정확도가 저하되는 경향이 나타났다. 따라서 본 논문에서는 새로운 비중첩 영역 분할기법에 대해 다양한 영역분할의 경우에 따라 발생하는 하나의 cross point에 접촉하는 하위도메인의 개수에 따른 정확도 분석이 수행되고 정확도가 저하되는 원인분석 및 대책이 논의된다.