Nearly optimal sequential tests of composite hypotheses revisited
Trudy Matematicheskogo Instituta imeni V.A. Steklova, Stochastic calculus, martingales, and their applications, Tome 287 (2014), pp. 279-299

Voir la notice de l'article provenant de la source Math-Net.Ru

We revisit the problem of sequential testing composite hypotheses, considering multiple hypotheses and very general non-i.i.d. stochastic models. Two sequential tests are studied: the multihypothesis generalized sequential likelihood ratio test and the multihypothesis adaptive sequential likelihood ratio test with one-stage delayed estimators. While the latter loses information compared to the former, it has an advantage in designing thresholds to guarantee given upper bounds for probabilities of errors, which is practically impossible for the generalized likelihood ratio type tests. It is shown that both tests have asymptotic optimality properties minimizing the expected sample size or even more generally higher moments of the stopping time as probabilities of errors vanish. Two examples that illustrate the general theory are presented.
@article{TM_2014_287_a15,
     author = {Alexander G. Tartakovsky},
     title = {Nearly optimal sequential tests of composite hypotheses revisited},
     journal = {Trudy Matematicheskogo Instituta imeni V.A. Steklova},
     pages = {279--299},
     publisher = {mathdoc},
     volume = {287},
     year = {2014},
     language = {en},
     url = {http://geodesic.mathdoc.fr/item/TM_2014_287_a15/}
}
TY  - JOUR
AU  - Alexander G. Tartakovsky
TI  - Nearly optimal sequential tests of composite hypotheses revisited
JO  - Trudy Matematicheskogo Instituta imeni V.A. Steklova
PY  - 2014
SP  - 279
EP  - 299
VL  - 287
PB  - mathdoc
UR  - http://geodesic.mathdoc.fr/item/TM_2014_287_a15/
LA  - en
ID  - TM_2014_287_a15
ER  - 
%0 Journal Article
%A Alexander G. Tartakovsky
%T Nearly optimal sequential tests of composite hypotheses revisited
%J Trudy Matematicheskogo Instituta imeni V.A. Steklova
%D 2014
%P 279-299
%V 287
%I mathdoc
%U http://geodesic.mathdoc.fr/item/TM_2014_287_a15/
%G en
%F TM_2014_287_a15
Alexander G. Tartakovsky. Nearly optimal sequential tests of composite hypotheses revisited. Trudy Matematicheskogo Instituta imeni V.A. Steklova, Stochastic calculus, martingales, and their applications, Tome 287 (2014), pp. 279-299. http://geodesic.mathdoc.fr/item/TM_2014_287_a15/