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We say that we have a bounded relative error if RE remains bounded as 0 (ie, uniformly in ) This property has been extensively studied and is often seen as the key property to verify [6, 8] The aforementioned crude estimator is a typical illustration of one not verifying BRE Additionally, increasing the occurrence of the rare event might not be suf cient On the other hand, some estimators do possess the BRE property Those two assertions are veri ed by the next two examples Consider the following example taken from [16], which can be seen as a simple case of the Markovian dependability models described in 6 Example 1 A system consists of two types of components with two components of each type Failure rates are o( ) for some parameter , and the transition probabilities of the embedded discrete-time Markov chain are as described in Figure 41, where (i, j ) denotes the state with i (j ) operational components of type 1 (2) The states where the system is down are shaded gray We see that the system is functioning as soon as there is at least one component of each class that is operational Associated with each transition we put the rst term of the development of the corresponding probability in powers of We want to estimate the probability that, starting from (2, 2), we reach a down state before returning to (2, 2) Given the target , we can simplify the model by collapsing or aggregating the failed states into a single one which we make absorbing The resulting chain is shown in Figure 42 Since 1 because 1 (we will see that 2 2 ), we use the importance sampling (IS) method, and speci cally the failure biasing scheme (see Section 632), with transition probabilities described in Figure 43 Basically, for each functioning state different from the initial (2, 2), we increase the probability of failure to the constant q and use individual probabilities proportional to the original ones The parameter q is chosen between 1/2 and 1, for instance,. java ean 13 reader Java Barcode Reader Tutorial to scan, read linear, 2d barcodes in ...
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