• 제목/요약/키워드: Asymptotic test

검색결과 290건 처리시간 0.023초

Optimal Design of Accelerated Life Tests with Different Censoring Times

  • Seo, Sun-Keun;Kim, Kab-Seok
    • 품질경영학회지
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    • 제24권4호
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    • pp.44-58
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    • 1996
  • This paper presents optimal accelerated life test plans with different censoring times for exponential, Weibull, and lognormal lifetime distributions, respectively. For an optimal plan, low stress level, proportion of test units allocated and censoring time at each stress are determined such that the asymptotic variance of the maximum likelihood estimator of a certain quantile at use condition is minimized. The proposed plans are compared with the corresponding optimal plans with a common censoring time over range of parameter values. Computational results indicate that those plans are statistically optimal ones in terms of accuracy of estimator when total censoring times of two plans are equal.

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단계 스트레스 가속수명모형을 이용한 쿨백-라이블러 정보함수에 대한 추정 (An Estimation of Kullback-Leibler Information Function based on Step Stress Accelerated Life Test)

  • 박병구;윤상철;조건호
    • 응용통계연구
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    • 제13권2호
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    • pp.563-573
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    • 2000
  • 이 논문에서는 변환확률변수에서 수명시간이 지수분포를 따르고 서로 독립일 때 두 단계 스트레스 가속수명시험으로부터 얻은 자료를 이용하여 쿨백-라이블러 정보함수를 이용한 모수의 추정량을 제안하고, 두 단계 스트레스 가속수명시험의 정상조건에서 편의와 평균제곱오차 관점에서 모의실험을 통하여 세가지 추정량들의 소표본 특성을 비교 논의하고자 한다

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Moment Inequalities for Testing New Renewal Better Than Used and Renewal New Better Than Used Classes of Life Distributions

  • Mahmoud, M.A.W.;El-Arishy, S.M.;Diab, L.S.
    • International Journal of Reliability and Applications
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    • 제4권3호
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    • pp.113-129
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    • 2003
  • Based on moments inequalities new testing procedures are derived for testing exponentiality against new renewal better than used (NRBU) and renewal new better than used (RNBU). These classes play an important role in formulating repair or replacement policies. The asymptotic Pitman efficiency of (NRBU) and (RNBU) testes are studied. Selected critical values are tabulated for sample sizes n=5(1) 50. The power estimates for some commonly used life distributions in reliability are also calculated. Some set of real data is used as an example to elucidate the use of the proposed test statistic for practical reliability analysis. The problem in case of right-censored data is also handled.

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Optimal three step-stress accelerated life tests for Type-I hybrid censored data

  • Moon, Gyoung Ae
    • Journal of the Korean Data and Information Science Society
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    • 제26권1호
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    • pp.271-280
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    • 2015
  • In this paper, the maximum likelihood estimators for parameters are derived under three step-stress accelerated life tests for Type-I hybrid censored data. The exponential distribution and the cumulative exposure model are considered based on the assumption that a log quadratic relationship exits between stress and the mean lifetime ${\theta}$. The test plan to search optimal stress change times minimizing the asymptotic variance of maximum likelihood estimators are presented. A numerical example to illustrate the proposed inferential procedures and some simulation results to investigate the sensitivity of the optimal stress change times by the guessed parameters are given.

공정능력지수 $C_p$에 대한 효율적인 가설검정 (Better Statistical Test for Process Capability Index $C_p$)

  • 조중재;임수덕
    • 품질경영학회지
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    • 제34권3호
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    • pp.66-72
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    • 2006
  • The process capability indices are widely used to measure the capability of the process to manufacture items within the specified tolerance. Most evaluations on process capability indices focus on point estimates, which may result in unreliable assessments of process performance. The index $C_p$ has been widely used in various industries to assess process performance. In this paper, we propose new testing procedure on assessing $C_p$ index for practitioners to use in determining whether a given process is capable. The provided approach is easy to use and the decision making is more reliable. Whether a process is clearly normal or nonnormal, our bootstrap testing procedure could be applied effectively without the complexity of calculation. A numerical result based on the proposed approach is illustrated.

A Note on Tests for Seasonal Unit Roots in the Presence of Deterministic Trends

  • Ahn, Sung-Keuk;Cho, Sin-Sup
    • Journal of the Korean Statistical Society
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    • 제22권1호
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    • pp.113-124
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    • 1993
  • In this paper we show that the results of Ahn and Cho (1992) can be applied to a more general class of seasonal models, especially models with autocorrelated errors. Employing the idea of the "two-step estimation" method, we provide test statistics which are easy to compute and have the same asymptotic properties as those in Ahn and Cho (1992) for seasonal unit roots. A numerical example is presented to illustrate the methods and concepts. The power of the test statistics for finite samples is examined through a Monte Carlo sampling experiment.xperiment.

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다중자료를 갖는 변화시점 모형에서의 비모수적인 검정법 (Nonparametric test procedures the changepoint problem with multiple observations)

  • 김경무
    • 응용통계연구
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    • 제4권1호
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    • pp.33-45
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    • 1991
  • 변화시점 모형은 지금까지 한 시점에서 단 한 개의 관측자료를 갖는 모형만 생각해 왔다. 이러한 모형을 확장시켜 각 시점에 한 개 이상의 관측자료를 갖는 변화시점 모형을 생각한다. 이러한 모형에서 비모수적인 단측 그리고 양측 검정법을 찾았다. 검정 통계량은 지금까지 소개된 검정 통계량 형태를 확장시킨 형태이고 이들의 귀무가설 분포를 구하여 보았다. 또한 Monte Carlo연구를 통해 이들의 검정력을 비교해 보았다.

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정확검정들에 대한 고찰 (Investigation on Exact Tests)

  • 강승호
    • 응용통계연구
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    • 제15권1호
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    • pp.187-199
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    • 2002
  • 표본의 크기가 작아 검정 통계량의 근사분포의 정확성이 의심스러울 때, 정확검정이 종종 사용된다. 정확검정의 장점은 1종의 오류 확률이 항상 유의수준보다 작거나 같음을 보장해 준다는 것이다. 본 논문에서는 정확검 정을 만드는 여러방법, 계산 알고리듬, 그리고 상업용 소프트웨어를 살펴보겠다. 그리고 정확검정에서 얻어지는 exact p-value와 원래 우도(true likelihood)에서 얻어지는 true p-value와의 관계도 살펴보겠다.

Modified Ranked Ordering Set Samples for Estimating the Population Mean

  • Kim, Hyun-Gee;Kim, Dong-Hee
    • Communications for Statistical Applications and Methods
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    • 제14권3호
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    • pp.641-648
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    • 2007
  • We propose the new sampling method, called modified ranked ordering set sampling (MROSS). Kim and Kim (2003) suggested the sign test using the ranked ordering set sampling (ROSS), and showed that the asymptotic relative efficiency (ARE) of ROSS against RSS for sign test increases as sample size does. We propose the estimator for the population mean using MROSS. The relative precision (RP) of estimator of the population mean using MROSS method with respect to the usual estimator using modified RSS is higher, and when the underlying distribution is skewed, the bias of the proposed estimator is smaller than that of several ranked set sampling estimators.

Testing Whether New Is Better Than Used of Specified Age Using Moments Inequalities

  • Ahmad, Ibrahim A.;Al-Wasel, Ibrahim A.
    • International Journal of Reliability and Applications
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    • 제3권1호
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    • pp.17-23
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    • 2002
  • The class of “new better than used of a specified age” is a large and practical class of life distributions. Its properties, applicability, and testing was discussed by Hollander, Park and Proschan (1986). Their test, while remaining the yardstick for this class, suffers from weak efficiency and weak power, especially for specified ages below the average age. Thus, it is beneficial to have an alternative testing procedure that would work better for early ages and still work well for later ages. This is exactly the subject of the current note. The test developed here is also simpler than that of Hollander, et. al. (1986).

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