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In our analysis, we investigate two deployment scenarios: (1) linear deployment in which nodes are deployed equidistantly on a line without any randomness and (2) uniform random distribution in which N nodes are deployed in a disc of radius R.
On the contrary, our feature selection algorithm finds this combination after running for only 0.17 minutes with an accuracy of 73.085 % without employing any randomness [Please see Table 6].
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Because of the modal aspect of RCT, for most processes there will possibly be a long enough sequence of outcomes to overcome any 'accidental' randomness due to actual brevity of the outcome sequence.
A reading of the literature suggests that clinical trialists generally feel randomization is necessary for valid inference, while biostatisticians using model-based inference often appear to prefer nearly optimal designs irrespective of any induced randomness.
Demonstrating consistency in G-gap may be indicative of consistent underlying mechanisms rather than any such randomness, possibly reflecting a genetic or biochemical basis.
Third, each normalized meteorological time series was checked for statistically significant long-term trends (none were identified at the 5% level) and then pre-whitened to account for any non-randomness or serial correlation.
On the other, the way, by which the likelihood analysis is formulated on the conditional probability distributions, has virtually avoided the influence of any non-randomness in sample and thus confers robustness to the sampling influence.
First, in its pure form, it defines testable conditions that ignore any source of randomness in the data, which excludes formal statistical hypothesis testing.
Although our equations form a mean-field model for the expected number of measured clones of any given size, randomness resulting from the stochastic differentiation times of individual HSCs (all with the same rate α) is taken into account.
All biological signals are random in nature and this randomness does not provide any time domain analysis and prediction.
From protecting against a scratched elbow to knowing ahead of time just which house Johnnie and Jane can duck inside of, we seem to be having trouble with randomness -- any sort of randomness.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com