Sentence examples for data generation mechanisms from inspiring English sources

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.

Machine learning methods are usually based on the assumption that the data generation mechanism does not change over time.

van Dyk et al (2001) show how Bayesian methods can account for these complexities of the data generation mechanism as well as the Poisson nature of photon count data.

The data generation mechanism therefore relies on real data where the underlying region label is (assumed to be) known.

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].

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.

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.

We replace the notation for the data generation mechanism p(D | θ) with f(D | θ) to convey the fact that there is no explicit functional form for the likelihood, but only a "black box" SM that outputs data for given values of inputs θ.

The CRPD, by contrast, explicitly requires State Parties who have ratified it to institute data generation and monitoring mechanisms for its implementation.