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Parameter tuning methods are designed to fix parameters prior to the optimization process; alternatively, parameter control methods change parameters as the process evolves.
We use this criterion as the maximizing target when we do cross validation to fix parameters, for example, number of Gaussian process m and temporal step size d.
SEM enables the investigator to fix parameters to be set to be equal across specified samples.
Their Fourier spectra can separate gene regulation signatures from noise, fix parameters of a candidate model, test the model's predictive ability and compare it with alternatives.
The main advantages of the latter approach are: 1) identifying and testing for model fit, 2) flexibility of estimating the factor intercorrelations, 3) enabling to fix parameters to certain values, 4) relaxing parameter values to be free and 5) enabling comparison of factor structures (in this study comparison of the two measurement moments).
To determine a reasonable value for the Min Locally Collinear Blocks (LCBs), we performed an initial alignment at the default value and then used the LCB weight slider in the MAUVE graphical user interface (GUI) to fix parameters empirically eliminating all spurious rearrangements.
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But the principle – maximum effort within fixed parameters – is the same.
Science works well within very fixed parameters, but only faith can explain what exists beyond them.
For fixed parameters the model is linear.
The fixed parameters we choose are and.
Samples were measured and analyzed on some fixed parameters.
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