Bayesian network management

被引:0
|
作者
Ayalvadi Ganesh
Peter Green
Neil O'Connell
Susan Pitts
机构
[1] BRIMS,Department of Mathematics
[2] HP Labs,Statistical Laboratory
[3] University of Bristol,undefined
[4] University of Cambridge,undefined
来源
Queueing Systems | 1998年 / 28卷
关键词
Bayesian decision theory; large deviations; effective bandwidths; traffic characterization; telecommunication networks; risk theory; gambler's ruin;
D O I
暂无
中图分类号
学科分类号
摘要
We formulate some general network (and risk) management problems in a Bayesian context, and point out some of the essential features. We argue and demonstrate that, when one is interested in rare events, the Bayesian and frequentist approaches can lead to very different strategies: the former typically leads to strategies which are more conservative. We also present an asymptotic formula for the predictive probability of ruin (for a random walk with positive drift) for large initial capital and large number of past observations. This is a preliminary investigation which raises many interesting questions for future research.
引用
收藏
页码:267 / 282
页数:15
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