On choosing and bounding probability metrics
On choosing and bounding probability metrics
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DOI:
10.2307/1403865
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发表时间:
2002-12-01
影响因子:
2
通讯作者:
Su, FE
中科院分区:
文献类型:
--
作者:
Gibbs, AL;Su, FE
When studying convergence of measures, an. important, issue is the choice of probability metric. We provide a summary and some new results concerning bounds among some important probability metrics/distances that are used by statisticians and probabilists. Knowledge of other metrics can provide a means of deriving bounds for another one in an applied problem. Considering other metrics can also provide alternate insights. We also give examples that show that rates of convergence can strongly depend on the metric chosen. Careful consideration is necessary when choosing a metric.