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The best choice problem with an unknown number of objects
Authors:Aarni Lehtinen
Institution:(1) Department of Mathematics, University of Jyväskylä, Seminaarinkatu 15, 40100 Jyväskylä, Finland
Abstract:The secretary problem with a known prior distribution of the number of candidates is considered. Ifp(i)=p(N=i),i isin agr, beta] cap Nopf, whereagr=inf{i isinNopf:p(i) > 0} andbeta=sup{i isinNopf:p(i)gap0}, is the prior distribution of the numberN of candidates it will be shown that, if the optimal stopping rule is of the simple form, then the optimal stopping indexj=minGamma satisfies asymptotically (asbeta rarr infin) the equationj=exp 
$${{\left {\left( {\sum\limits_{i = max(\alpha ,j)}^\beta  {p(i) \log (i)/i} } \right)} \right]} \mathord{\left/ {\vphantom {{\left {\left( {\sum\limits_{i = max(\alpha ,j)}^\beta  {p(i) \log (i)/i} } \right)} \right]} {\left. {\left( {\sum\limits_{i = max(\alpha ,j)}^\beta  {p(i)/i} } \right) - 1} \right]}}} \right. \kern-\nulldelimiterspace} {\left. {\left( {\sum\limits_{i = max(\alpha ,j)}^\beta  {p(i)/i} } \right) - 1} \right]}}$$
.The probability of selecting the best object by the corresponding policy will be (j-1) 
$$\sum\limits_{i = \max (\alpha ,j)}^\beta  {p(i)/i} $$
p(i)/i. We also give an example of the distributionp for which the optimal stopping rule consists of a stopping set with two islands. We present an asymptotical solution for this example.
Keywords:Secretary problem  optimal stopping rule
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