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LPOS-OSN also has the major advantage over SPOS that it is straightforward to sample and monitor every step of the process.
We note that it is also straightforward to sample from w and we run a test of this, the results of which can be seen in Table 3.
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While at first sight the algorithm may look straightforward to parallelise (sampling and weighting can be carried out concurrently without any constraint), the resampling step involves the interaction of the whole set of Monte Carlo samples.
While τ t (x t |xt−1) cannot be evaluated in closed form, it is straightforward to draw a sample from X t |xt−1 by simply running Eq. (35) n0 times, with starting point xt−1.
Based on this, it is straightforward to compute the sample-based approximation to the marginal posterior probability that a measured peak is assigned to any formula/adduct/isotope combination (described here as an annotation).
A straightforward approach is to sample from the full conditional, evaluating all diplotypes' posterior probabilities in D i(m) by Equation 10 and drawing a diplotype state for each individual in turn.
In such cases, summary statistics (and associated tests) will not be technically straightforward to compute as the sample size may vary from site to site in a non independent way.
Specifically, assurance of fast sample processing would be straightforward to implement and would increase the likelihood of detecting cells if they were originally present in the sample.
For the Local IRAS-GALEX sample, it is quite straightforward to define Ltir since the IRAS galaxies are selected at 60 μ m.
As an alternative to whole genome or exome sequencing of tumor samples, it should be straightforward to barcode multiple independent targets of interest within a single genome or within multiple genomes.
In summary, the evaluation of the sensitivity, accuracy and genotyping performance provides strong support for the application of MPS technology in forensic SNP analysis, and the assay offers a straightforward sample-to-genotype workflow that could be beneficial in forensic casework with respect to both individual identification and complex kinship issues.
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