• Title/Summary/Keyword: MSE 효율성

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불균형일원변량모형에서 분산성분비율의 추정

  • 이장택
    • Communications for Statistical Applications and Methods
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    • v.4 no.3
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    • pp.611-616
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    • 1997
  • 불균형일원변량모형에서 분산성분비율의 점추정에 관한 문제가 고려되어진다. 분산성분비율에 대한 새로운 추정량이 제안되며, 분산성분비율에 대한 여러가지 점추정량과 제안된 추정량을 평균자승오차(MSE)의 관점에서 추정량들의 효율성을 모의실험을 통하여 살펴본다. 결론적으로 제안된 추정량은 수준의 수가 크고 불균형정도가 매우 심한 경우를 제외하고 다른 추정량들보다 훨씬 MSE 효율성이 높아짐을 알 수 있다.

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Efficiency of MINQE for arbitrary underlying distribution under one way random effects model (일원변량모형에서의 임의의 분포에 대한 NINQE 추정량의 효율성)

  • 이장택
    • The Korean Journal of Applied Statistics
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    • v.6 no.2
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    • pp.355-370
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    • 1993
  • The estimations of variance components for the unbalanced one way random effects model when the underlying distributions are not necessarily normal are considered. ANOVA, REML, ML, MIVQUE, and MINQE estimators are compared with respect to their mean squared errors and biases through a simulation study. Explicit, computable expressions with no matrix inversion necessary are given for these estimators. An efficient rule to provide a prior guess of MINQE is given. Our results indicate that the efficiency of MINQE is excellent for arbitrary underlying distribution in the sense of MSE even in the presence of nontrivial bias. Also, MINQE is a worthwhile improvement over other estimators when kurtosis of underlying distributions become large 1.

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Comparison of Two Parametric Estimators for the Entropy of the Lognormal Distribution (로그정규분포의 엔트로피에 대한 두 모수적 추정량의 비교)

  • Choi, Byung-Jin
    • Communications for Statistical Applications and Methods
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    • v.18 no.5
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    • pp.625-636
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    • 2011
  • This paper proposes two parametric entropy estimators, the minimum variance unbiased estimator and the maximum likelihood estimator, for the lognormal distribution for a comparison of the properties of the two estimators. The variances of both estimators are derived. The influence of the bias of the maximum likelihood estimator on estimation is analytically revealed. The distributions of the proposed estimators obtained by the delta approximation method are also presented. Performance comparisons are made with the two estimators. The following observations are made from the results. The MSE efficacy of the minimum variance unbiased estimator appears consistently high and increases rapidly as the sample size and variance, n and ${\sigma}^2$, become simultaneously small. To conclude, the minimum variance unbiased estimator outperforms the maximum likelihood estimator.

균형일원변량모형에서 분산성분비율의 새로운 추정량

  • 이장택
    • Communications for Statistical Applications and Methods
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    • v.3 no.2
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    • pp.43-51
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    • 1996
  • 균형일원변량모형에서 분산성분비율의 점추정에 관한 문제가 고려되어진다. 분산성분비율에 대한 점추정량의 종류를 살펴보고 추정량의 평균자승오차(MSE)를 서로 비교하여 본다. 분산성분비율에 대한 새로운 추정량이 제 안되며, 제안된 추정량을 사용하면 모의실험을 통하여 Das (1992)가 고려한 여러가지 형태의 추정량들보다 급내상관계수 ${\rho}$의 값이 대략 0.2 < ${\rho}$ < 0.7인 경우에 MSE 효율성이 높아짐을 밝혔다.

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An Iterative Image Restoration (화상의 반복 복원 처리)

  • 이태홍
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.17 no.8
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    • pp.891-897
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    • 1992
  • A local iterative Image restoration method Is Introduced that processes with varying iteration numbers according to the local statistics. In general almost of the Iterative method applies Its algorithm to the whole Image without considering the local pixel informations, which Is not so effective for the processing time. Usually the edges or details have an Important role In visual effect. So in this paper we process the edges or the details many times while In the flat region we just pass over or decrease iterations. This method shows good MSE (Mean Square Error) improvement, better subjective qualify and reduced processing time.

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A Analysis of Effectiveness of Aluminium Filter in the added Compound Filtration by Detective Quantum Efficiency and Image Quality Evaluation (복합부가여과에서 알루미늄 여과판 사용 시 양자검출효율과 화질평가를 통한 효율성 분석)

  • Kim, Sang-Hyeon;Kim, Yun-Min;Kwon, Kyoung-Tae;Ma, Sang-Chull;Han, Dong-Gyoon
    • The Journal of the Korea Contents Association
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    • v.15 no.10
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    • pp.362-373
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    • 2015
  • This study analysed the effectiveness of aluminium(Al) filter in the added compound filtration for the removal of characteristic radiation from high atomic number material by DQE and image evaluation. 1mm Al was applied to each 0.1, 0.2, 0.3 mm copper and befere and after use were evaluated. Beam quality and DQE were tested by IEC regulations and image quality was evaluated by PSNR, MAE, MSE, CNR, SNR and qualitative analysis was performed by 7 items for resolution and contrast from chest x-ray criteria of national cancer checkup. MTF 10 and 50% were the same by 4.6, 2.54 cycle/mm and NPS, DQE, PSNR MAE, MSE, CNR, SNR and qualitative analysis were all the same or slightly better when Al was not used. PSNR is over 30dB and all significant and at the qualitative analysis, the p-value of t-test was over 0.05. The DQE and image quality evaluation have little difference between before and after use of Al filter and it is effective to use the Al filter for the reduction of skin dose by removal of characteristic radiation.

A Study on Comparative Evaluation of Application of Software Reliability Model Dependent on Various Hazard Functions (다양한 위험함수에 의존한 소프트웨어 신뢰모형의 적용에 대한 비교 평가에 관한 연구)

  • Yang, Tae-Jin
    • The Journal of Korea Institute of Information, Electronics, and Communication Technology
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    • v.11 no.6
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    • pp.800-806
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    • 2018
  • Software efficiency is the probability of failure free use in operating environments, and is the most fundamental factor affecting software system stability. The malfunction of the computer system used in the information technology field may cause a significant loss in the related industry. Therefore, in this study, we analyze the attributes of software reliability models that depend on various hazard functions based on finite fault NHPP model with software failure time data. The hazard function pattern of proposed model is constant for the Goel-Okumoto model, and the Minimax and Rayleigh models follow the incremental pattern, but the hazard function increase value of the Minimax model is smaller than that of the Rayleigh model and the Goel-Okumoto model. Also, the Minimax model was relatively efficient because the true value error of the mean value function m(t) and the mean square error (MSE) of the Minimax model were smaller than those of the Rayleigh and Goel-Okumoto models. The results of this study are expected to be useful for software developers as basic information about the hazard function.

Estimation of the Number of the Unemployed Using Small Area Estimation Methods (소지역 추정방법을 이용한 실업자 수 추정 사례연구)

  • Kwon, Se-Hyug
    • Survey Research
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    • v.10 no.1
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    • pp.141-154
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    • 2009
  • With the current sampling scheme, the sampling variance is getting larger in producing smaller regional statistics than the designed area, The larger sample size can make the variance reduced but the efficiency of sample survey lower. The desired confidence level of sampling survey can be obtained using the current sample scheme with the same sample size and administrative data. In this paper, the number of the unemployed of 5 regions in Daejon are estimated using small area estimation methods and the CV values in each estimation method is calculated and compared for their estimation efficiency as empirical study. Jackknife method is proposed to estimate the MSE of synthetic estimator and composite estimator more accurately.

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Analysis of Effectiveness of Spectrum of Energy and Image Quality Evaluation by Aluminium Filter in the added Compound Filtration (에너지 스펙트럼과 화질평가를 통한 복합부가여과에서 알루미늄 여과판의 효율성 분석)

  • Kim, Sang-Hyun;Choi, Jae-Ho
    • Journal of radiological science and technology
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    • v.38 no.3
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    • pp.187-197
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    • 2015
  • This study analysed the effectiveness of aluminium(Al) filter in the added compound filtration for the removal of characteristic radiation by energy spectrum and image evaluation. 0.1, 0.2, 0.3 mm copper with and without 1 mm Al were evaluated. The energy spectrum was measured using the GATE and evaluated separately by each energy. Image quality was evaluated by PSNR, MAE, MSE, CNR, SNR and qualitative analysis was performed by seven items for resolution and contrast from chest x-ray criteria of National Cancer Screening and Cardiovascular evaluation table. In the analysis of the quality of the energy per photon spectrum with the exception of a low energy region, without Al were superior in all area. PSNR MAE, MSE, CNR, SNR and qualitative analysis were the same or slightly better. PSNR was over 30 dB and all significant and the p>0.05 in the T-test of qualitative analysis. The energy spectrum and image quality have little difference between before and after use of Al filter. Therefore, it is effective to use the Al filter for the radiation dose management with the compensation capability of DR system.

The Comparative Study of NHPP Software Reliability Model Based on Log and Exponential Power Intensity Function (로그 및 지수파우어 강도함수를 이용한 NHPP 소프트웨어 무한고장 신뢰도 모형에 관한 비교연구)

  • Yang, Tae-Jin
    • The Journal of Korea Institute of Information, Electronics, and Communication Technology
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    • v.8 no.6
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    • pp.445-452
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    • 2015
  • Software reliability in the software development process is an important issue. Software process improvement helps in finishing with reliable software product. Infinite failure NHPP software reliability models presented in the literature exhibit either constant, monotonic increasing or monotonic decreasing failure occurrence rates per fault. In this paper, proposes the reliability model with log and power intensity function (log linear, log power and exponential power), which made out efficiency application for software reliability. Algorithm to estimate the parameters used to maximum likelihood estimator and bisection method, model selection based on mean square error (MSE) and coefficient of determination($R^2$), for the sake of efficient model, was employed. Analysis of failure, using real data set for the sake of proposing log and power intensity function, was employed. This analysis of failure data compared with log and power intensity function. In order to insurance for the reliability of data, Laplace trend test was employed. In this study, the log type model is also efficient in terms of reliability because it (the coefficient of determination is 70% or more) in the field of the conventional model can be used as an alternative could be confirmed. From this paper, software developers have to consider the growth model by prior knowledge of the software to identify failure modes which can be able to help.