• 제목/요약/키워드: contingency table

검색결과 118건 처리시간 0.029초

Generalized Measure of Departure From Global Symmetry for Square Contingency Tables with Ordered Categories

  • Tomizawa, Sadao;Saitoh, Kayo
    • Journal of the Korean Statistical Society
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    • 제27권3호
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    • pp.289-303
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    • 1998
  • For square contingency tables with ordered categories, Tomizawa (1995) considered two kinds of measures to represent the degree of departure from global symmetry, which means that the probability that an observation will fall in one of cells in the upper-right triangle of square table is equal to the probability that the observation falls in one of cells in the lower-left triangle of it. This paper proposes a generalization of those measures. The proposed measure is expressed by using Cressie and Read's (1984) power divergence or Patil and Taillie's (1982) diversity index. Special cases of the proposed measure include TomiBawa's measures. The proposed measure would be useful for comparing the degree of departure from global symmetry in several tables.

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A Bayesian model for two-way contingency tables with nonignorable nonresponse from small areas

  • Woo, Namkyo;Kim, Dal Ho
    • Journal of the Korean Data and Information Science Society
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    • 제27권1호
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    • pp.245-254
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    • 2016
  • Many surveys provide categorical data and there may be one or more missing categories. We describe a nonignorable nonresponse model for the analysis of two-way contingency tables from small areas. There are both item and unit nonresponse. One approach to analyze these data is to construct several tables corresponding to missing categories. We describe a hierarchical Bayesian model to analyze two-way categorical data from different areas. This allows a "borrowing of strength" of the data from larger areas to improve the reliability in the estimates of the model parameters corresponding to the small areas. Also we use a nonignorable nonresponse model with Bayesian uncertainty analysis by placing priors in nonidentifiable parameters instead of a sensitivity analysis for nonidentifiable parameters. We use the griddy Gibbs sampler to fit our models and compute DIC and BPP for model diagnostics. We illustrate our method using data from NHANES III data on thirteen states to obtain the finite population proportions.

Influence Functions on $ {\chi}^2$ Statistic in Contingency Tables

  • Honggie Kim;Hee-Sook Lee
    • Communications for Statistical Applications and Methods
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    • 제3권2호
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    • pp.69-76
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    • 1996
  • In a two-way contingency table, the analyst is most interested in the hypotheses of either homogeneity or independence. For testing this as a null hypothesis, Pearson's ${\chi}^2$ statistic is most commonly used in practice. Once the null Hypothesis is rejected, he will further search forcells which caused the rejection of the null hypothesis. For this purpose, so called cell${\chi}^2$ components are used. In this paper, we derive the influence function of an obsevation to the ${\chi}^2$ statistic, with which cells with high influence can be identified.

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19대 대선 여론조사에서 무응답 메카니즘의 민감도 분석 (Sensitivity analysis of missing mechanisms for the 19th Korean presidential election poll survey)

  • 김성용;곽동호
    • 응용통계연구
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    • 제32권1호
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    • pp.29-40
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    • 2019
  • 선거여론조사 자료의 경우 무응답이 흔히 관측되며, 이와 같이 무응답이 존재하는 범주형 자료는 불완전 분할표로 표현된다. 불완전 분할표로 표현된 선거여론조사 자료에서 후보자 지지율을 추정하는 경우, 지지율은 무응답이 어떤 메카니즘을 따르는가에 따라 다르게 추정되며, 따라서 자료가 어떠한 무응답 메카니즘을 따르는지에 대한 판별이 분석에 선행되어야 한다. 그러나 최근 연구에 따르면, 관측된 자료를 이용해서는 무응답 메카니즘을 판별할 수 없음이 밝혀졌다. 이러한 문제를 해결하기 위해 다양한 무응답 메카니즘을 반영할 수 있는 민감도 분석이 제안되었다. 그러나 기존에 제안된 민감도 분석의 경우, 이원 분할표에서 각 변수의 범주 수가 두 개인 경우만을 대상으로 한다. 우리나라 선거여론조사에서 고려되는 요인이 지역, 성, 연령 등임을 감안할 때, 기존 방법론으로 민감도 분석을 시행하기에는 한계점이 존재한다. 이에 따라 본 논문에서는 기존의 민감도 분석을 다차원 불완전 분할표에 적용할 수 있도록 확장하고, 이를 우리나라 19대 대선 여론조사 자료에 적용하였다. 분석 결과, 민감도 분석의 구간이 실제 지지율을 포함하고 있을 뿐 아니라, 다양한 무응답 메카니즘의 결과를 포괄하고 있으며, 실제 지지율과 가장 가까운 예측치의 경우 후보자에 대한 지지가 무응답의 발생에 영향을 미침을 알 수 있었다.

A Simple Nonparametric Test of Complete Independence

  • Park, Cheol-Yong
    • Communications for Statistical Applications and Methods
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    • 제5권2호
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    • pp.411-416
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    • 1998
  • A simple nonparametric test of complete or total independence is suggested for continuous multivariate distributions. This procedure first discretizes the original variables based on their order statistics, and then tests the hypothesis of complete independence for the resulting contingency table. Under the hypothesis of independence, the chi-squared test statistic has an asymptotic chi-squared distribution. We present a simulation study to illustrate the accuracy in finite samples of the limiting distribution of the test statistic. We compare our method to another nonparametric test of complete independence via a simulation study. Finally, we apply our method to the residuals from a real data set.

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Outlying Cell Identification Method Using Interaction Estimates of Log-linear Models

  • Hong, Chong Sun;Jung, Min Jung
    • Communications for Statistical Applications and Methods
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    • 제10권2호
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    • pp.291-303
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    • 2003
  • This work is proposed an alternative identification method of outlying cell which is one of important issues in categorical data analysis. One finds that there is a strong relationship between the location of an outlying cell and the corresponding parameter estimates of the well-fitted log-linear model. Among parameters of log-linear model, an outlying cell is affected by interaction terms rather than main effect terms. Hence one could identify an outlying cell by investigating of parameter estimates in an appropriate log-linear model.

SAS의 GENMOD와 MULTTEST procedure들을 이용한 r*c 분할표의 다중비교 방법 소개 - 두개내 뇌동맥 및 두개외 경동맥 동맥경화증 발현여부와 관상동맥 동맥경화증 정도간의 관련성 분석 - (Introducing a multiple comparison test for a r*c contingency table using the GENMOD and MULTTEST procedures in SAS)

  • 이준영;배희준
    • 대한예방의학회:학술대회논문집
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    • 대한예방의학회 2002년도 제54차 추계 학술대회 연제집
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    • pp.449-450
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    • 2002
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Chances of Simpson's Paradox

  • Jeon, Jong-Woo;Chung, Han-Yeong;Bae, Jong-Sig
    • Journal of the Korean Statistical Society
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    • 제16권2호
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    • pp.117-127
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    • 1987
  • The Simpson's paradox is a paradoxical phenomenon which might occur when analyzing $2 \times 2$ contingency table. This paper considers the role of probability assignment of the experimental units in reducing the chances of Simpson's paradox. Numerical results are given to illustrate how the chance of Simpson's paradox behaves.

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Bounds for the Full Level Probabilities with Restricted Weights and Their Applications

  • Park, Chul Gyu
    • Journal of the Korean Statistical Society
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    • 제25권4호
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    • pp.489-497
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    • 1996
  • Lower bounds for the full level probabilities are derived under order restrictions in weights. Discussions are made on typical isotonic cones such as linear order, simple tree order, and unimodal order cones. We also discuss applications of these results for constructing conditional likelihood ratio tests for ordered hypotheses in a contingency table. A real data set on torus mandibularis will be analyzed for illustrating the testing procedure.

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A Modified Computing Algorithm for Raking Ratio Estimation Subject to Partial Marginal Information

  • Son, Chang Kyoon
    • Communications for Statistical Applications and Methods
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    • 제11권2호
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    • pp.419-433
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    • 2004
  • We suggest the modified computing algorithm for raking ratio estimation under the assumption that the population total is partially known, and the sample total is completely known about survey variable in contingency table. We show that the proposed estimation procedure is useful to estimate the population cell count in this situation through an empirical study.