On Chi-Squared Tests for Multiway Contingency Tables with Cell Proportions Estimated from Survey Data
Publication type: Journal Article
Publication date: 1984-03-01
scimago Q1
wos Q1
SJR: 4.769
CiteScore: 9.2
Impact factor: 3.7
ISSN: 00905364, 21688966
Statistics and Probability
Statistics, Probability and Uncertainty
Abstract
The impact of survey design on standard multinomial-based methods for a multiway contingency table is studied, under nested loglinear models. The asymptotic null distribution of the Pearson chi-squared test statistic, $X^2$ (or the likelihood ratio test statistic, $G^2$) is obtained as a weighted sum of independent $\chi^2_1$ random variables, and the weights are then related to the familiar design effects (deffs) used by survey samplers. A simple correction to $X^2$ (or $G^2$) is also obtained which requires the knowledge of only the cell deffs and the deffs for collapsed tables (marginals), whenever the model admits a direct solution of likelihood equations under multinomial sampling. Finally, an example on the relative performance of $X^2$ and some corrected $X^2$ statistics in a three-way table is given, using some data from the Canada Health Survey, 1978-1979.
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Total citations:
947
Citations from 2024:
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Rao J. N. K., Scott A. J. On Chi-Squared Tests for Multiway Contingency Tables with Cell Proportions Estimated from Survey Data // Annals of Statistics. 1984. Vol. 12. No. 1.
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Rao J. N. K., Scott A. J. On Chi-Squared Tests for Multiway Contingency Tables with Cell Proportions Estimated from Survey Data // Annals of Statistics. 1984. Vol. 12. No. 1.
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TY - JOUR
DO - 10.1214/aos/1176346391
UR - https://doi.org/10.1214/aos/1176346391
TI - On Chi-Squared Tests for Multiway Contingency Tables with Cell Proportions Estimated from Survey Data
T2 - Annals of Statistics
AU - Rao, J. N. K.
AU - Scott, A. J.
PY - 1984
DA - 1984/03/01
PB - Institute of Mathematical Statistics
IS - 1
VL - 12
SN - 0090-5364
SN - 2168-8966
ER -
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@article{1984_Rao,
author = {J. N. K. Rao and A. J. Scott},
title = {On Chi-Squared Tests for Multiway Contingency Tables with Cell Proportions Estimated from Survey Data},
journal = {Annals of Statistics},
year = {1984},
volume = {12},
publisher = {Institute of Mathematical Statistics},
month = {mar},
url = {https://doi.org/10.1214/aos/1176346391},
number = {1},
doi = {10.1214/aos/1176346391}
}