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But on top of all of those data layers is something Google is calling the Knowledge Layer, which contributes to people's ability to get questions with more complex parameters answered.
We set out to test whether heterosis prediction can be improved by using more complex parameters of the parental line than genetic markers.
These tools also provide additional basic indices (i.e., distance traveled, velocity) and more complex parameters (i.e., body elongation, angular velocity) which cannot be scored manually (see Table S1 in Supporting Information for details) [50].
More complex parameters such as diastolic function parameters are used by several teams 11 but have limited reproducibility.
It also allows for the assessment of several more complex parameters, as is commonplace in high-content screens.
Codeml, part of the PAML 4.3 package [ 57, 58], applies a series of models to our data, with each model differing from the previous with the addition of more complex parameters.
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The second, more complex, parameter is shown to have the ability to capture: (i) the effect of relative slip on fretting fatigue life and (ii) a well-known fretting fatigue contact size effect in a more rational framework.
We note, however, that much of the literature on imputation has focused on the use of imputation to improve more complex parameter estimation (eg, multivariate regression coefficients).
Moreover, as is well known from classification and "naive Bayes" analysis, independence models are typically rather robust and often even outperform more complex parameter-rich multivariate models.
Although many studies that analyze the temporal features of calls have measured note duration [ 10, 13, 81] or note rates [ 82, 83], we chose a more complex parameter, the duty cycle of call climaxes.
However, since in practical situations systems are more complex, the parameters of interest are no longer scalar random variables and they need to be represented by random matrices.
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