• 제목/요약/키워드: Classification criteria

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패턴인식을 이용한 수삼 등급판정 알고리즘에 관한 연구 (A Study on a Ginseng Grade Decision Making Algorithm Using a Pattern Recognition Method)

  • 정석훈;고국원;강제용;장수원;이상준
    • 정보처리학회논문지:소프트웨어 및 데이터공학
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    • 제5권7호
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    • pp.327-332
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    • 2016
  • 본 연구는 비 정형 농산물 중 6년근 수삼의 자동 등급 분류하기 위한 선행연구로, 이를 위해 4방향에서 이미지 취득이 가능한 수삼 영상 측정기를 제작 하였으며 총 245 수삼 개체에 대해서 영상을 취득하였다. 취득된 영상의 각 수삼 개체마다 12개의 파라미터를 추출하였으며, KGC 인삼공사의 수삼등급 분류 기준과 각 등급별 평균 파라미터의 분포를 조사하여 최종 4개 파라미터를 선정하였다. 패턴인식 분류기는 Support Vector Machine을 사용하였으며 공용 소프트웨어인 OpenCV Library를 사용하여 k-Class 분류기를 설계하였다. 각 등급별 학습 데이터 수를 10, 15, 20으로 조정하여 등급별 인식률, 본인 거부율, 타인 인식율을 조사하였으며, 학습데이터 수가 10개일 때 1등급 인식률 94%, 2등급 인식률 98%, 3등급 인식률 90%로 가장 높은 인식 성능을 보였다.

Effect of Hypertension on Childhood-onset Systemic Lupus Erythematous in a Tertiary Medical Center in Korea

  • Kim, Jeong Yeon;Cho, Heeyeon
    • Childhood Kidney Diseases
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    • 제24권2호
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    • pp.107-114
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    • 2020
  • Purpose: The purpose of this study was to evaluate the prevalence, clinical characteristics, and long-term clinical effects of hypertension in Korean childhood-onset systemic lupus erythematous (SLE) patients. Methods: The medical records of SLE patients, diagnosed by 2019 SLE European League Against Rheumatism/American College of Rheumatology (EULAR/ACR) classification criteria, who visited Samsung Medical Center from January 2009 to May 2019 were reviewed. Disease activity and long-term damage were evaluated using the Modified Systemic Lupus Erythematosus Disease Activity Index 2000 (SLEDAI-2K) and the Pediatric Systemic Lupus International Collaborating Clinics/ACR Damage Index (Ped-SDI), respectively. The sex-, age- and height-blood pressure standards recommended by the American Academy of Pediatrics 2017 guideline was used to define hypertension. Results: A total of 32 patients were enrolled in this study. The median follow-up duration was 7.3 years and females were predominant. The median ages at SLE and hypertension diagnoses were 14.2 and 14.3 years, respectively. The biopsy-proven lupus nephritis was detected in 90.6% and 37.5% were class IV. During the follow-up, 12 patients (37.5%) had hypertension. Among them, 2 patients had 3 episodes of posterior reversible encephalopathy syndrome and 5 patients had left ventricular hypertrophy (LVH). Univariate analysis showed baseline hypertension was significantly correlated with a lower estimated glomerular filtration rate, higher body mass index and SLEDAI at baseline. The development of hypertension during the follow-up was significantly correlated with obesity, LVH, and higher Ped-SDI. Conclusion: Our study revealed that hypertension in pediatric SLE is associated with obesity and renal function at SLE diagnosis and could affect long-term damage.

도산 예측을 위한 러프집합이론과 인공신경망 통합방법론 (The Integrated Methodology of Rough Set Theory and Artificial Neural Network for Business Failure Prediction)

  • 김창연;안병석;조성식;김성희
    • Asia pacific journal of information systems
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    • 제9권4호
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    • pp.23-40
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    • 1999
  • This paper proposes a hybrid intelligent system that predicts the failure of firms based on the past financial performance data, combining neural network and rough set approach, We can get reduced information table, which implies that the number of evaluation criteria such as financial ratios and qualitative variables and objects (i.e., firms) is reduced with no information loss through rough set approach. And then, this reduced information is used to develop classification rules and train neural network to infer appropriate parameters. Through the reduction of information table, it is expected that the performance of the neural network improve. The rules developed by rough sets show the best prediction accuracy if a case does match any of the rules. The rationale of our hybrid system is using rules developed by rough sets for an object that matches any of the rules and neural network for one that does not match any of them. The effectiveness of our methodology was verified by experiments comparing traditional discriminant analysis and neural network approach with our hybrid approach. For the experiment, the financial data of 2,400 Korean firms during the period 1994-1996 were selected, and for the validation, k-fold validation was used.

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객체-관계 변환 방법론 기반 메타데이터 레지스트리 데이터베이스 설계 (A Design of Metadata Registry Database based on Object-Relational Transformation Methodology)

  • 차수영;이석훈;정동원;백두권
    • 정보과학회 논문지
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    • 제42권9호
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    • pp.1147-1161
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    • 2015
  • ISO/IEC 11179 메타데이터 레지스트리(Metadata Registry, MDR)는 메타데이터의 등록 및 공유를 위해 개발된 국제표준이다. ISO/IEC 11179는 MDR을 객체 모델인 메타모델로 표현한다. 하지만 ISO/IEC 11179는 메타모델을 데이터베이스로 구축하기 위한 명확한 기준이 없으므로 표준 기반의 MDR 개발이 어려운 문제점이 있다. 이 논문은 MDR 구현을 위해 객체-관계 변환 방법론 기반의 MDR 데이터 모델을 설계한다. 이를 위해 연구된 객체-관계 변환 방법론의 변환 기법들을 관계성에 기준하여 분류하고, 이 변환 기법들의 사용 기준을 정의함으로 모델링 규칙을 제안한다. 이 논문은 MDR 데이터 모델에 대한 구현 결과로 관계형 데이터베이스 테이블을 구축한다. 실험 및 평가를 통하여 제안하는 모델링 규칙을 검증하고 구축된 테이블 구조의 적합성을 평가한다. 평가 결과로 제안 기법에 의해 구축된 테이블 구조는 표준 메타모델의 클래스와 관계성을 잘 보존함을 보인다.

뇌반구에 위치한 양성신경교종의 악성전환에 대한 임상적 연구 (Malignant Transformation of Hemispheric Low-Grade Gliomas : Clinical Analysis and Prognostic Factors)

  • 조근태;곽호신;정희원;백선하;정영섭;김동규;조병규
    • Journal of Korean Neurosurgical Society
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    • 제30권7호
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    • pp.855-860
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    • 2001
  • Introduction : It has been reported that the survival of low-grade glioma patients depends upon the time of malignant transformation. The authors presents the clinical analysis of histologically proven trasformed gliomas. Materials and Method : A total 92 patients who were consecutively treated and histologically confirmed hemispheric low-grade gliomas between 1980 and 1998 were analyzed and followed. All cases meet the criteria of WHO glioma classification of grade II. Results : The mean follow-up period was 73 months. Twenty two among 92 cases(24%) were histologically proven to be transformed into malignant ones. The mean time to transformation was 56 months. The 5-year and 10-year survival rates of the transformed group were 66% and 30% respectively and significantly different from the survival rates of the non-transformed group(p=0.0018). Among clinical factors at presentation, the initial tumor volume had a tendency to be larger in the transformed group than that of the non-transformed group and became significant when it was divided into more than $30cm^3$ or not(p=0.02). Among therapeutic factors, the extent of removal had no influence on the rate of malignant transformation. But postoperative radiation therapy were more frequently given to the pre-transformed group than the non-transformed group and the frequency was significantly different(p=0.02). Conclusions : The authors had found that the initial tumor volume and radiation therapy could be clinical prognostic factors for the malignant transformation of low-grade gliomas.

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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.

시계열 풍속벡터의 유사성을 이용한 포항지역 바람권역 분류 (Classification of Wind Sector in Pohang Region Using Similarity of Time-Series Wind Vectors)

  • 김현구;김진솔;강용혁;박형동
    • 한국태양에너지학회 논문집
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    • 제36권1호
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    • pp.11-18
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    • 2016
  • The local wind systems in the Pohang region were categorized into wind sectors. Still, thorough knowledge of wind resource assessment, wind environment analysis, and atmospheric environmental impact assessment was required since the region has outstanding wind resources, it is located on the path of typhoon, and it has large-scale atmospheric pollution sources. To overcome the resolution limitation of meteorological dataset and problems of categorization criteria of the preceding studies, the high-resolution wind resource map of the Korea Institute of Energy Research was used as time-series meteorological data; the 2-step method of determining the clustering coefficient through hierarchical clustering analysis and subsequently categorizing the wind sectors through non-hierarchical K-means clustering analysis was adopted. The similarity of normalized time-series wind vector was proposed as the Euclidean distance. The meteor-statistical characteristics of the mean vector wind distribution and meteorological variables of each wind sector were compared. The comparison confirmed significant differences among wind sectors according to the terrain elevation, mean wind speed, Weibull shape parameter, etc.

통행시간 기반 혼합분포모형 분석을 통한 도시철도 승객의 급행 탑승 여부 추정 연구 (Estimation of Mass Rapid Transit Passenger's Train Choice Using a Mixture Distribution Analysis)

  • 장진원;윤호상;박동주
    • 한국ITS학회 논문지
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    • 제20권5호
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    • pp.1-17
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    • 2021
  • 대부분의 도시철도 시스템은 승객의 탑승열차 및 탑승열차종을 정확히 알 수 없다. 다수의 선행연구에서는 교통카드데이터와 열차시각표를 매칭하여 탑승열차를 추정하였으나, 추정이 불가능한 승객 또한 다수 존재한다. 본 연구의 9호선 사례분석 결과 교통카드데이터-열차시각표 매칭만으로는 약 28% 승객의 탑승열차종을 추정할 수 없음을 확인할 수 있었다. 이에 교통카드데이터-열차시각표 매칭과 본 연구에서 정의한 통행시간 기반 혼합확률분포분석을 순차적으로 적용하여 급행운영 도시철도노선 승객의 탑승열차종을 추정하는 방법을 개발하였다. 분석 결과, 298개 OD pair에서 본 연구의 검증 기준을 만족하는 합리적인 급행이용/비이용 승객 분류기준점을 도출할 수 있었다.

국내 문학관 웹사이트의 정보 제공 개선 방안 연구 (A Study on Information Services of Korean Literature Houses)

  • 최성연;성희혜;한지윤;이혜은
    • 한국비블리아학회지
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    • 제32권3호
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    • pp.265-284
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    • 2021
  • 본 연구는 국내 문학관 웹사이트의 정보 제공 현황을 파악하여 문학관 온라인 정보서비스의 개선 방안을 제시하는 데 목적이 있다. 연구의 대상은 한국문학관협회 88개 회원관 중 웹사이트가 구축되지 않은 9개관을 제외한 79개관으로 하였다. 문학관의 운영과 문화기관의 온라인 서비스 현황 및 개선 방안에 관련된 선행연구를 참고하여 웹사이트 유형, 문학 정보, 문인 정보 등 3개의 조사 항목과 13개의 세부 조사 항목을 도출하였다. 조사의 결과 국내 문학관의 웹사이트 구축률은 약 90%로 매우 높았으나, 문학 정보의 분류 기준 및 목록정보의 기술이 통일되지 않았고, 문학 자료의 제공이 활성화되지 않은 것으로 나타났다. 이를 개선하기 위한 방안으로 웹사이트 구축 지원, 문학관에 적용 가능한 목록 가이드라인 개발, 원문 제공 활성화, 문학·문인 관련 정보의 제공 등을 제시하였다.

'기공'의 국외 임상연구 최신동향: 스코핑 고찰을 중심으로 한 예비연구 (Analysis of Clinical Study Trends on 'Qigong': A Preliminary Scoping Review)

  • 최원영;서효원;김종우
    • 동의신경정신과학회지
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    • 제32권3호
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    • pp.207-217
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    • 2021
  • Objectives: The objective of this study was to perform a scoping review to describe clinical study trends on Qigong in order to identify further directions of Qigong in Korean medicine. Methods: Under the Arksey and O'Malley methodological framework, PubMed was searched to identify articles published from January 1, 2019 to June 28, 2021. A total of 224 articles were retrieved. Results were systematically filtered by two independent reviewers based on inclusion/exclusion criteria. Publication information, disease, intervention and research results of a total of 153 articles were extracted and analyzed. Results: Asia had the largest number of Qigong studies (82 studies, 65%). Most research studies were conducted in the academic field of Medicine (n=109, 86.5%), including Complementary and Alternative Medicine (n=35), Medicine (miscellaneous) (n=15), and Oncology (n=15). Based on ICD-10 classification, Mental and Behavioral Disorder (n=25, 19.8%) was the most frequently analyzed decease, followed by Neoplasm (n=24) and Disease of the Nervous system (n=12). Almost half of all studies were Systematic Reviews. RCTs only accounted for 25.4%. Interventions were very diverse and inconsistent. Sixty (47.6%) studies analyzed Qigong as a single intervention. In 66 cases, Qigong was analyzed as part of a large category such as Mind-Body intervention. Most studies designed a Donggong (動功) program. The age of the population was relatively high as 47.1% of all studies were conducted on middle aged or older adults. Conclusions: These findings suggest that further standardized research on Qigong, especially Junggong (靜功), needs to be conducted by developing research protocols and practice programs to verify effects of Qigong and utilize Qigong as a medical intervention in Korean Medicine.