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The proposed criterion can be applied to data from any discipline mitigating the effect of outliers or deviation from the assumption of distribution of response.
While methods of reliability analysis can provide a means for designing so as not to exceed specific levels of "acceptable" risk, they do not consider the uncertainty in the assumption of distribution functions for each of the input variables and are built on the basic assumption that the models used perfectly describe reality.
Finally, SWang can be used to detect DEGs with different combinations of different moments which depend on the sample size and the assumption of distribution.
For example, it can detect clusters of arbitrary number, shape and size and not depend on any assumption of distribution.
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(b) Node-node association prioritization based on hypergeometric distribution The basic assumption of hypergeometric distribution is that it clusters the proteins with respect to their functions.
However, since an assumption of exponential distribution is restrictive, the Weibull distribution is also considered.
P-P plot shows that distribution of the residual can be considered as standard, and assumption of normal distribution of residual is not violated.
Assumption of normal distribution of data was assessed using descriptive methods (skewness, outliers, and distribution plots) and inferential statistics (Shapiro-Wilk test).
Under the assumption of normal distribution, each eigenvalue can be described by its expectation and variance.
All taxa were significantly more aggregated than expected from the assumption of random distribution.
The assumption of normal distribution of all data was investigated by the Shapiro-Wilk method.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com