TY - JOUR
T1 - Is the t test really conservative when the parent distribution is long-tailed?
AU - Benjamini, Y.
N1 - cited By 34
PY - 1983
Y1 - 1983
N2 - It is generally believed that the t test is conservative for a sample from a long-tailed symmetric distribution. Yet the probability inequalities expressing this property have not been proved. The inequalities are explored here using various criteria for long-tailedness and leaning on the geometrical interpretation of the t test. It is proved that the t test is conservative but only for large enough critical values. Examples of a liberal t test for lower values are given. The results are used to explain some curiosities in the asymptotic distribution of the t statistic and to study its behavior when the parent distribution is skewed. © 1983 Taylor & Francis Group, LLC.
AB - It is generally believed that the t test is conservative for a sample from a long-tailed symmetric distribution. Yet the probability inequalities expressing this property have not been proved. The inequalities are explored here using various criteria for long-tailedness and leaning on the geometrical interpretation of the t test. It is proved that the t test is conservative but only for large enough critical values. Examples of a liberal t test for lower values are given. The results are used to explain some curiosities in the asymptotic distribution of the t statistic and to study its behavior when the parent distribution is skewed. © 1983 Taylor & Francis Group, LLC.
KW - Conservatism
KW - Long-tailed distributions
KW - Probability inequality
KW - Scale mixture of normals
KW - T test
UR - http://www.scopus.com/inward/record.url?scp=0013340926&partnerID=8YFLogxK
U2 - 10.1080/01621459.1983.10478024
DO - 10.1080/01621459.1983.10478024
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SN - 0162-1459
VL - 78
SP - 645
EP - 654
JO - Journal of the American Statistical Association
JF - Journal of the American Statistical Association
IS - 383
ER -