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The data generation mechanism therefore relies on real data where the underlying region label is (assumed to be) known.
In our context, the SM provides the data generation mechanism, so there is no explicit functional form for p(D | θ).
The figure contains three columns and two rows with each column representing a data generation mechanism and each row representing a different number of clusters.
Due to its fundamentally different data generation mechanism as microarray data, RNA-Seq or MiRNA-Seq data can compare different genes' expression levels within a single sample [ 44].
We chose a definition of SNR which is consistent with our proposed data-generation mechanism, in which DNA copy number data from a given region are sampled from a population which represents the corresponding copy-number state (see 'Features of the proposed data generation mechanism' section).
Both data sets are described in Appendix A. Our proposed data generation mechanism enjoys the following features: simplicity: small number of required parameters, all of which have a clear biological interpretation.
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A number of data generation mechanisms have been proposed in the context of performance evaluation of DNA copy number analysis in cancer samples, either in comparison studies [ 15 18], or in papers describing new analysis tools.
The CRPD, by contrast, explicitly requires State Parties who have ratified it to institute data generation and monitoring mechanisms for its implementation.
Weibull data generation is considered as a function of the data-generating mechanism, which has proportional hazard properties.
Outbreak datasets involve a mechanism of data generation that is particular to epidemiological (or demographic) processes.
The specification of the cause and outcome of ecological dynamics is confusing because the underlying mechanisms of data generation are complex and simultaneous.
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