Optimal rate of empirical Bayes tests for lower truncation parameters
In this paper, we consider the one-sided testing problem for lower truncation parameters through the empirical Bayes approach. The optimal rate of the monotone empirical Bayes tests is obtained and a test δ n achieving the optimal rate is constructed.
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Published in | Statistics & probability letters Vol. 65; no. 3; pp. 177 - 185 |
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Main Authors | , |
Format | Journal Article |
Language | English |
Published |
Amsterdam
Elsevier B.V
15.11.2003
Elsevier |
Series | Statistics & Probability Letters |
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Abstract | In this paper, we consider the one-sided testing problem for lower truncation parameters through the empirical Bayes approach. The optimal rate of the monotone empirical Bayes tests is obtained and a test
δ
n
achieving the optimal rate is constructed. |
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AbstractList | In this paper, we consider the one-sided testing problem for lower truncation parameters through the empirical Bayes approach. The optimal rate of the monotone empirical Bayes tests is obtained and a test [delta]n achieving the optimal rate is constructed. In this paper, we consider the one-sided testing problem for lower truncation parameters through the empirical Bayes approach. The optimal rate of the monotone empirical Bayes tests is obtained and a test δ n achieving the optimal rate is constructed. |
Author | S. Gupta, Shanti Li, Jianjun |
Author_xml | – sequence: 1 givenname: Jianjun surname: Li fullname: Li, Jianjun email: jianjun_li@merck.com – sequence: 2 givenname: Shanti surname: S. Gupta fullname: S. Gupta, Shanti |
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Cites_doi | 10.1016/0167-9473(93)90243-M 10.1524/strm.2001.19.3.223 10.1016/S0378-3758(99)00113-5 10.1214/aoms/1177703729 10.1214/aos/1176348114 10.1016/0378-3758(90)90018-P 10.1214/aos/1176343596 10.1016/0378-3758(94)00112-9 |
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Keywords | Empirical Bayes Regret 62C12 Minimax Optimal rate of convergence Bayes estimation Bayes test Optimal solution Empirical method Truncation parameter Optimal rate |
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References | Van Houwelingen (BIB13) 1976; 4 Donoho, Liu (BIB3) 1991; 19 Huang, Liang (BIB6) 1997; 7 Li, Gupta (BIB7) 2002; 12 Gupta, S., Li, J., 2001. Optimal rate of monotone empirical Bayes tests for lower truncation parameters. Technical Report 01–07, Statistics Department, Purdue University. Huang (BIB5) 1995; 46 Balakrishnan, Ma (BIB1) 1997 Robbins (BIB12) 1964; 35 Datta (BIB2) 1994; 56 Petrov (BIB11) 1995 Ma, Balakrishnan (BIB9) 2000; 84 Liang (BIB8) 1993; 16 Prasad, Singh (BIB10) 1990; 24 Huang (10.1016/j.spl.2003.07.016_BIB5) 1995; 46 Petrov (10.1016/j.spl.2003.07.016_BIB11) 1995 Balakrishnan (10.1016/j.spl.2003.07.016_BIB1) 1997 Van Houwelingen (10.1016/j.spl.2003.07.016_BIB13) 1976; 4 Datta (10.1016/j.spl.2003.07.016_BIB2) 1994; 56 Robbins (10.1016/j.spl.2003.07.016_BIB12) 1964; 35 Prasad (10.1016/j.spl.2003.07.016_BIB10) 1990; 24 Donoho (10.1016/j.spl.2003.07.016_BIB3) 1991; 19 10.1016/j.spl.2003.07.016_BIB4 Li (10.1016/j.spl.2003.07.016_BIB7) 2002; 12 Ma (10.1016/j.spl.2003.07.016_BIB9) 2000; 84 Huang (10.1016/j.spl.2003.07.016_BIB6) 1997; 7 Liang (10.1016/j.spl.2003.07.016_BIB8) 1993; 16 |
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Statist. contributor: fullname: Robbins – year: 1995 ident: BIB11 publication-title: Limits Theorems of Probability Theory contributor: fullname: Petrov – volume: 7 start-page: 755 year: 1997 end-page: 769 ident: BIB6 article-title: Empirical Bayes estimation of the truncation parameter with linex loss publication-title: Statistica Sinica contributor: fullname: Liang – volume: 16 start-page: 35 year: 1993 end-page: 46 ident: BIB8 article-title: Convergence rates for empirical Bayes estimation of the scale parameter in a Pareto distribution publication-title: Comput. Statist. Data Anal. contributor: fullname: Liang – volume: 12 start-page: 1061 year: 2002 end-page: 1072 ident: BIB7 article-title: Empirical Bayes tests based on kernel sequence estimation publication-title: Statistica Sinica contributor: fullname: Gupta – volume: 46 start-page: 293 year: 1995 end-page: 309 ident: BIB5 article-title: Empirical Bayes testing procedures in some nonexponential families using asymmetric Linex loss function publication-title: J. Statist. Plann. Inference contributor: fullname: Huang – volume: 24 start-page: 81 year: 1990 end-page: 86 ident: BIB10 article-title: Estimation of prior distribution and empirical Bayes estimation in a nonexponential family publication-title: J. Statist. Plann. Inference contributor: fullname: Singh – volume: 84 start-page: 111 year: 2000 end-page: 120 ident: BIB9 article-title: Empirical Bayes estimation for truncation parameters publication-title: J. Statist. Plann. Inference contributor: fullname: Balakrishnan – volume: 4 start-page: 981 year: 1976 end-page: 989 ident: BIB13 article-title: Monotone empirical Bayes tests for the continuous one-parameter exponential family publication-title: Ann. Statist. contributor: fullname: Van Houwelingen – volume: 12 start-page: 1061 year: 2002 ident: 10.1016/j.spl.2003.07.016_BIB7 article-title: Empirical Bayes tests based on kernel sequence estimation publication-title: Statistica Sinica contributor: fullname: Li – volume: 16 start-page: 35 year: 1993 ident: 10.1016/j.spl.2003.07.016_BIB8 article-title: Convergence rates for empirical Bayes estimation of the scale parameter in a Pareto distribution publication-title: Comput. Statist. Data Anal. doi: 10.1016/0167-9473(93)90243-M contributor: fullname: Liang – volume: 7 start-page: 755 year: 1997 ident: 10.1016/j.spl.2003.07.016_BIB6 article-title: Empirical Bayes estimation of the truncation parameter with linex loss publication-title: Statistica Sinica contributor: fullname: Huang – volume: 56 start-page: 106 year: 1994 ident: 10.1016/j.spl.2003.07.016_BIB2 article-title: Empirical Bayes estimation in a threshold model publication-title: Sankhya Ser. A contributor: fullname: Datta – ident: 10.1016/j.spl.2003.07.016_BIB4 doi: 10.1524/strm.2001.19.3.223 – volume: 84 start-page: 111 year: 2000 ident: 10.1016/j.spl.2003.07.016_BIB9 article-title: Empirical Bayes estimation for truncation parameters publication-title: J. Statist. Plann. Inference doi: 10.1016/S0378-3758(99)00113-5 contributor: fullname: Ma – volume: 35 start-page: 1 year: 1964 ident: 10.1016/j.spl.2003.07.016_BIB12 article-title: The empirical Bayes approach to statistical decision problems publication-title: Ann. Math. Statist. doi: 10.1214/aoms/1177703729 contributor: fullname: Robbins – year: 1997 ident: 10.1016/j.spl.2003.07.016_BIB1 article-title: Convergence rates of empirical Bayes estimation and selection for exponential populations with location parameters contributor: fullname: Balakrishnan – year: 1995 ident: 10.1016/j.spl.2003.07.016_BIB11 contributor: fullname: Petrov – volume: 19 start-page: 633 year: 1991 ident: 10.1016/j.spl.2003.07.016_BIB3 article-title: Geometrizing rates of convergence II publication-title: Ann. Statist. doi: 10.1214/aos/1176348114 contributor: fullname: Donoho – volume: 24 start-page: 81 year: 1990 ident: 10.1016/j.spl.2003.07.016_BIB10 article-title: Estimation of prior distribution and empirical Bayes estimation in a nonexponential family publication-title: J. Statist. Plann. Inference doi: 10.1016/0378-3758(90)90018-P contributor: fullname: Prasad – volume: 4 start-page: 981 year: 1976 ident: 10.1016/j.spl.2003.07.016_BIB13 article-title: Monotone empirical Bayes tests for the continuous one-parameter exponential family publication-title: Ann. Statist. doi: 10.1214/aos/1176343596 contributor: fullname: Van Houwelingen – volume: 46 start-page: 293 year: 1995 ident: 10.1016/j.spl.2003.07.016_BIB5 article-title: Empirical Bayes testing procedures in some nonexponential families using asymmetric Linex loss function publication-title: J. Statist. Plann. Inference doi: 10.1016/0378-3758(94)00112-9 contributor: fullname: Huang |
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SubjectTerms | Combinatorial probability Empirical Bayes Empirical Bayes Regret Optimal rate of convergence Minimax Exact sciences and technology Mathematics Minimax Optimal rate of convergence Probability and statistics Probability theory and stochastic processes Regret Sciences and techniques of general use |
Title | Optimal rate of empirical Bayes tests for lower truncation parameters |
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