Bayesian network management

被引:11
|
作者
Ganesh, A
Green, P
O'Connell, N
Pitts, S
机构
[1] Hewlett Packard Labs, BRIMS, Bristol BS12 6QZ, Avon, England
[2] Univ Bristol, Dept Math, Bristol BS8 1TW, Avon, England
[3] Univ Cambridge, Stat Lab, Cambridge CB2 1SB, England
[4] Univ London Birkbeck Coll, London WC1E 7HX, England
关键词
Bayesian decision theory; large deviations; effective bandwidths; traffic characterization; telecommunication networks; risk theory; gambler's ruin;
D O I
10.1023/A:1019138804267
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
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:16
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