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A note on the median of a distribution

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Summary

LetF be a distribution function over the real line. DefineR p(y)=∫|x−y|pdF(x) forp≧1. Forp>1 there is a unique minimizer ofR p(·), sayγ p. Under mild conditions onF it is shown that\(\mathop {\lim }\limits_{p \to 1} \gamma _p \) exists and that the limit is a median. Thus, one could use this limit as a definition of a unique median. Also it is shown that\(\mathop {\lim }\limits_{p \to 1} \gamma _p = {{\left( {R + L} \right)} \mathord{\left/ {\vphantom {{\left( {R + L} \right)} 2}} \right. \kern-\nulldelimiterspace} 2}\) whereR is the right extremity ofF andL is the left extremity ofF provided that −∞<LR<∞. A similar result is available ifL=−∞,R=∞, yetF has symmetric tails.

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References

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Umbach, D. A note on the median of a distribution. Ann Inst Stat Math 33, 135–140 (1981). https://doi.org/10.1007/BF02480927

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  • DOI: https://doi.org/10.1007/BF02480927

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