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Detection of Changes in a Multinomial Process

机译:检测多项过程中的变化

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We look at a multinomial distribution where the probabilities of landing in each category change at some unknown integer.? We assume that the probability structure both before and after the change is known, and the problem is to find the probability that the probability structure has changed.? For a loss function consisting of the cost of late detection and a penalty for early stopping, we develop, using dynamic programming, the one and two steps look ahead Bayesian stopping rules.? We provide some numerical results to illustrate the effectiveness of the detection procedures. We show that the two step ahead procedure is a slight improvement over the one step ahead procedure.? However the two procedures are very consistant in their stopping times.
机译:我们看一下多项分布,其中在一些未知的整数下降落在每个类别中的概率。 我们假设改变之前和之后的概率结构是已知的,问题是找到概率结构改变的概率。? 对于损失函数,包括延迟检测的成本和早期停止的罚款,我们使用动态编程,一步和两个步骤向前看贝叶斯停止规则。? 我们提供一些数值结果来说明检测程序的有效性。 我们表明,前前方的步骤略有改善了前进的步骤。 然而,两种程序在其停止时间非常符合。

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