• 제목/요약/키워드: Data heterogeneity

검색결과 605건 처리시간 0.023초

SPATIAL AND TEMPORAL INFLUENCES ON SOIL MOISTURE ESTIMATION

  • Kim, Gwang-seob
    • Water Engineering Research
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    • 제3권1호
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    • pp.31-44
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    • 2002
  • The effect of diurnal cycle, intermittent visit of observation satellite, sensor installation, partial coverage of remote sensing, heterogeneity of soil properties and precipitation to the soil moisture estimation error were analyzed to present the global sampling strategy of soil moisture. Three models, the theoretical soil moisture model, WGR model proposed Waymire of at. (1984) to generate rainfall, and Turning Band Method to generate two dimensional soil porosity, active soil depth and loss coefficient field were used to construct sufficient two-dimensional soil moisture data based on different scenarios. The sampling error is dominated by sampling interval and design scheme. The effect of heterogeneity of soil properties and rainfall to sampling error is smaller than that of temporal gap and spatial gap. Selecting a small sampling interval can dramatically reduce the sampling error generated by other factors such as heterogeneity of rainfall, soil properties, topography, and climatic conditions. If the annual mean of coverage portion is about 90%, the effect of partial coverage to sampling error can be disregarded. The water retention capacity of fields is very important in the sampling error. The smaller the water retention capacity of the field (small soil porosity and thin active soil depth), the greater the sampling error. These results indicate that the sampling error is very sensitive to water retention capacity. Block random installation gets more accurate data than random installation of soil moisture gages. The Walnut Gulch soil moisture data show that the diurnal variation of soil moisture causes sampling error between 1 and 4 % in daily estimation.

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온톨로지 분석 기반의 UML클래스 모델을 이용한 데이터 통합 (An Integration of Data by using UML Class Models Based on the Ontology Analysis)

  • 서진원;공헌택;임재현;김치수
    • 한국산학기술학회논문지
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    • 제9권2호
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    • pp.422-430
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    • 2008
  • 데이터 통합은 상이한 소스로부터 이종의 데이터를 결합하고, 사용자에게 단일 접근 점을 통해 다중 소스의 모든 데이터에 투명하게 액세스하는 것을 허용하는 기술이다. 데이터 통합의 어려움은 데이터의 이종성 즉, 스키마의 이종성, 시멘틱의 이종성이다. 따라서 데이터의 풍부한 시멘틱이 데이터 소스의 이종성으로 인한 충돌을 해결하기 위한 주요한 요인이다. 그러나 UML 클래스 모델에서는 데이터의 스키마 기반 시멘틱만을 표현하기 때문에 온톨로지와 같은 대안책을 이용해 추가적인 시멘틱을 제공하는 것이 바람직하다. 본 논문에서는 온톨로지 분석을 이용해 UML 클래스 모델로 표현된 두 데이터 소스를 통합하기 위한 방법을 제시한다. 여기서 온톨로지는 각 소스의 데이터에 대한 시멘틱을 표현하는데 적용된다. 온톨로지의 유사성과 차이점을 결정하기 위해 온톨로지를 분석하고 비교한다. 비교 결과는 통합 정보에 대해 질의가 가능한 통합 온톨로지를 구축하는데 사용된다.

결막염에 대한 한방 점안액의 효과 비교 : 체계적 문헌 고찰과 메타 분석 (Comparison of the Effectiveness of Herbal Medicine Eye Drops on Conjunctivitis : A Systematic Literature Review and Meta-Analysis)

  • 임희영;김지희;고우신;윤화정
    • 한방안이비인후피부과학회지
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    • 제35권3호
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    • pp.48-65
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    • 2022
  • Objectives : This study was conducted to find out the effectiveness and safety of herbal medicine eye drops on conjunctivitis. Methods : We searched randomized controlled trials on conjunctivitis through 10 DBs from the start to April 27, 2022. Study collection and data extraction, and evaluation of risk of bias were conducted by two independent researchers. The evaluation of the risk of bias in included RCTs was carried out by using Cochrane risk-of-bias tool. And the data synthesis was conducted by using Review Manager(RevMan, ver.5.4). Results : Total of 106 studies are researched and 7 studies of them are finally included. 1. The herbal medicine eye drops are more effective on than the western medicine eye drops, but the heterogeneity was very high. So we conducted sensitivity analysis and compared to the herbal medicine eye drops and the western medicine eye drops, the total effective rate was higher in the herbal medicine eye drops and the heterogeneity was somewhat reduced. 2. In the subgroup analysis, Fufang Xiongdan eye drops and Houttuynia cordata Thunb eye drops are more effective than the western medicine. It may represent substantial heterogeneity. 3. In the subgroup analysis, the herbal medicine eye drops are more effective than antibiotic and antiviral eye drops on acute bacterial conjunctivitis, but showed high heterogeneity. On the other hand, the herbal medicine eye drops are more effective than antibiotic and antiviral eyed drops on acute viral conjuctivitis and showed low heterogeneity. 4. In the subgroup analysis, we compared the effectiveness of herbal and western medicine eye drops according to total effectiveness rate evaluation methods. When comparing the studies calculating the total effective rate by the sum of 'Cured', 'Significantly Impaired', and 'Improved', the effective rate of the herbal medicine eye drops was higher than that of the western medicine eye drops, and the heterogeneity was very low. 5. In most studies, side effects of herbal medicine eye drops were absent or mild. Conclusions : This study shows that herbal medicine eye drops may be more effective than western medicine eye drops and have safety. But further researches are needed to resolve the heterogeneity of this study.

Bayesian Model Selection for Inverse Gaussian Populations with Heterogeneity

  • Kang, Sang-Gil;Kim, Dal-Ho;Lee, Woo-Dong
    • Journal of the Korean Data and Information Science Society
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    • 제19권2호
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    • pp.621-634
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    • 2008
  • This paper addresses the problem of testing whether the means in several inverse Gaussian populations with heterogeneity are equal. The analysis of reciprocals for the equality of inverse Gaussian means needs the assumption of equal scale parameters. We propose Bayesian model selection procedures for testing equality of the inverse Gaussian means under the noninformative prior without the assumption of equal scale parameters. The noninformative prior is usually improper which yields a calibration problem that makes the Bayes factor to be defined up to a multiplicative constant. So we propose the objective Bayesian model selection procedures based on the fractional Bayes factor and the intrinsic Bayes factor under the reference prior. Simulation study and real data analysis are provided.

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A HGLM framework for Meta-Analysis of Clinical Trials with Binary Outcomes

  • Ha, Il-Do
    • Journal of the Korean Data and Information Science Society
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    • 제19권4호
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    • pp.1429-1440
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    • 2008
  • In a meta-analysis combining the results from different clinical trials, it is important to consider the possible heterogeneity in outcomes between trials. Such variations can be regarded as random effects. Thus, random-effect models such as HGLMs (hierarchical generalized linear models) are very useful. In this paper, we propose a HGLM framework for analyzing the binominal response data which may have variations in the odds-ratios between clinical trials. We also present the prediction intervals for random effects which are in practice useful to investigate the heterogeneity of the trial effects. The proposed method is illustrated with a real-data set on 22 trials about respiratory tract infections. We further demonstrate that an appropriate HGLM can be confirmed via model-selection criteria.

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Distributed Data Platform Collaboration Agent Design Using EMRA

  • Park, Ho-Kyun;Moon, Seok-Jae
    • International Journal of Internet, Broadcasting and Communication
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    • 제14권2호
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    • pp.40-46
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    • 2022
  • Recently, as the need for data access by integrating information in a distributed cloud environment increases in enterprise-wide enterprises, interoperability for collaboration between existing legacy systems is emphasized. In order to interconnect independent legacy systems, it is necessary to overcome platform heterogeneity and semantic heterogeneity. To solve this problem, middleware was built using EMRA (Extended MetaData Registry Access) based on ISO/IEC 11179. However, the designed middleware cannot guarantee the efficiency of information utilization because it does not have an adjustment function for each node's resource status and work status. Therefore, it is necessary to manage and adjust the legacy system. In this paper, we coordinate the correct data access between the information requesting agent and the information providing agent, and integrate it by designing a cooperative agent responsible for information monitoring and task distribution of each legacy system and resource management of local nodes. to make efficient use of the available information.

부산과 독일 함부르크간 지역혁신체제 비교

  • 한성안
    • 기술혁신연구
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    • 제9권2호
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    • pp.34-55
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    • 2001
  • With increasing globalization, a proper policy for global inter-city networking strongly required, which presumes the study on the heterogeneity among regional innovation systems. While surveying the research results of the Evolutionary Economics, 1 stress that regional systems of innovation differ in technological capacities, industrial structures, institutional arrangements and socio-cultural features. 1 make the empirical investigation based on the data of Busan and Hamburg, making clear the regional specificities among regional innovation systems. The results show that regional systems of innovation in Busan and Hamburg are quitely asymmetric. They suggest also the limitation of neo-classical assumption on the ‘homogeneous production function’ and that policy-makers in regions should make the policy for ‘global inter-cities networking’, based on perspectives of regional heterogeneity.

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Fuel Composition Heterogeneity Effect for DUPIC Core

  • Park, Hangbok;Bo W. Rhee;Park, Hyunsoo
    • 한국원자력학회:학술대회논문집
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    • 한국원자력학회 1995년도 추계학술발표회논문집(1)
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    • pp.109-114
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    • 1995
  • A preliminary study of the heterogeneity effect of spent P% fuel in CANDU was made using a reduced spent PWR fuel data base. The instantaneous core simulation has shown that the refueling ripple in the CANDU reactor is large if the spent PWR fuel is directly used. But the fuel heterogeneity effect can be reduced appreciably by blending spent PWR fuel with a small amount of fresh UO$_2$. The refueling simulation has shown that the operating margins of 6.0% and 8.7% are achievable for the peak channel and bundle powers, respectively, with the blended fuel.

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비균질성을 고려한 해성점토매립장의 수리전도도 추정과 오염이동특성 (Prediction of Heterogeneous Hydraulic Conductivity and Contaminant Transport for the Landfill on Marine Clay)

  • 장연수;정상용
    • 한국지반공학회지:지반
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    • 제13권1호
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    • pp.85-100
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    • 1997
  • 지구 통계학적 방법을 이용하여 수도권 쓰레기 매립지 수리전도도의 비균질성에 대하여 분석하고 오염 이동해석을 실시하였다. 수리전도도는 가압 실내투수시험 자료와 현장 투수시험 자료를 이용하였고 지구통계학적 방법으로는 일반크리깅과 조건부 시뮬레이션 방법을 이용하였다. 그 결과 조건부 시뮬레이션에 의한 수리전도도의 비균질성이 일반크리깅에 의한 것보다 크게 나타났으며 비균질성이 큰 조건부 시뮬레이션에 의하여 구해진 수리전도도 상의 오염물이동성이 일반크리깅에 의하여 구해진 수리전도도 상의 이동 결과 보다 큰 것으로 나타났다.

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밭의 비옥도를 고려한 품종실험 분석 (Modelling Heterogeneity in Fertility for Analysis of Variety Trials)

  • 윤성철;강위창;이영조;임용빈
    • 응용통계연구
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    • 제11권2호
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    • pp.423-433
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    • 1998
  • 농사실험에서 품종실험자료를 분석할 때, 난괴법(Completely Randomized Block Design) 모형을 많이 이용하고 있다. 이 모형에서는 각 블록내의 모든 실험단위들에서 비옥도가 같다고 가정한다. 그러나 많은 경우에 각 블록내 실험단위들의 비옥도에 규칙적인 이질성이 존재한다. 이러한 이질성을 고려하기 위하여, 본 논문에서는 다단계 일반화 선형모형(Hierarchical Generalized Linear Models)을 이용하여 품종효과와 블록내의 비옥도 효과를 함께 모형화 하고, 이 모형으로 Scottish Agricultural Colleges의 목록에 실려 있는 자료를 분석하여, 마코프체인 몬테칼로(Markov Chain Monte Carlo)방법으로 분석한 결과와 비교해 본다.

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