TY - JOUR
T1 - Simple sufficient condition for inadmissibility of Moran’s single-split test
AU - Jacobovic, Royi
N1 - Publisher Copyright:
© 2022, Institute of Mathematical Statistics. All rights reserved.
PY - 2022
Y1 - 2022
N2 - Suppose that a statistician observes two independent variates X1 and X2 having densities fi (·; θ) ≡ fi (·−θ),i=1, 2, θ ∈ R. His purpose is to conduct a test for H: θ =0 vs. K: θ ∈ R \{0} with a pre-defined significance level α ∈ (0, 1). Moran (1973) suggested a test which is based on a single split of the data, i.e., to use X2 in order to conduct a one-sided test in the direction of X1. Specifically, if b1 and b2 are the (1 − α)’th and α’th quantiles associated with the distribution of X2 under H, then Moran’s test has a rejection zone (a, ∞) × (b1, ∞) ∪(−∞,a) × (−∞,b2) where a ∈ R is a design parameter. Motivated by this issue, the current work includes an analysis of a new notion, regular admissibility of tests. It turns out that the theory regarding this kind of admissibility leads to a simple sufficient condition on f1(·) andf2(·) under which Moran’s test is inadmissible.
AB - Suppose that a statistician observes two independent variates X1 and X2 having densities fi (·; θ) ≡ fi (·−θ),i=1, 2, θ ∈ R. His purpose is to conduct a test for H: θ =0 vs. K: θ ∈ R \{0} with a pre-defined significance level α ∈ (0, 1). Moran (1973) suggested a test which is based on a single split of the data, i.e., to use X2 in order to conduct a one-sided test in the direction of X1. Specifically, if b1 and b2 are the (1 − α)’th and α’th quantiles associated with the distribution of X2 under H, then Moran’s test has a rejection zone (a, ∞) × (b1, ∞) ∪(−∞,a) × (−∞,b2) where a ∈ R is a design parameter. Motivated by this issue, the current work includes an analysis of a new notion, regular admissibility of tests. It turns out that the theory regarding this kind of admissibility leads to a simple sufficient condition on f1(·) andf2(·) under which Moran’s test is inadmissible.
KW - Moran’s single-split test
KW - data-splitting
KW - inadmissible test
KW - regular admissibility
UR - http://www.scopus.com/inward/record.url?scp=85130325907&partnerID=8YFLogxK
U2 - 10.1214/22-EJS2016
DO - 10.1214/22-EJS2016
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AN - SCOPUS:85130325907
SN - 1935-7524
VL - 16
SP - 3036
EP - 3059
JO - Electronic Journal of Statistics
JF - Electronic Journal of Statistics
IS - 1
ER -