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According to some scholars, the potential bias that is generated by this imperfect data generation process is so severe that this kind of data hardly allows for valid inferences (Ortiz et al., 2005).
Since we need quantitative relationships in the networks in order to generate gene-expression data from each network, in the data generation process, we use adjacency matrices with signed weights.
Our proposed approach was successful in detecting the attribute by covariate interactions implied by the data generation process and outperformed a model with all covariate interactions.
We show that by including physiological noise in the data generation process, the simulation results in terms of sensitivity and specificity drop dramatically.
Specifically, we emphasize a keen understanding of the data generation process throughout the research endeavor, from thoughtful experimental design and randomization, through rigorous data analysis and inference, to careful wording in communicating research results to peer scientists and society in general.
Why would one employ a realization from one data generation process to make forecasts about another data generation process?h.
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Such models assume that the data are a mixture of two separate data generation processes: one generates only zeros, and the other is either a Poisson or a negative binomial data-generating process.
Additionally, representing domain objects via the Resource Description Framework allows to explicitly assert relationships between data and data generation processes.
The objective of this study was to investigate the performance of these models through a simulation study with MS-specific data generation processes and to apply various models that are used for estimating the treatment effect to a real clinical trial data set.
The input frames and the output frames for the training were adjusted to be time-aligned in the multi-condition training-data generation process.
But then one is saying that the two data generations processes are similar enough to be treated as the same.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com