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The H.264/AVC profiles used for testing are the Main Profile and the Stereo High Profile, and therefore the parameters used are those included in these profiles.
Changing the training dataset affect the data distribution and therefore the parameters of the transfer function.
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However, the performance definitely depends on almost every parameter and therefore the parameter setting step described in subsection 6.1 is an essential step for the algorithm optimization.
In most cases, both diffusion and composite currents exist simultaneously, and therefore, the parameter m is in the range of 1 2.
By this strategy, the neighborhood counts of a large number of proteins are reduced and therefore the parameter estimates tend to take larger absolute values [13].
A further explanation is that the neighborhood counts of a large number of proteins are reduced in the MRF-Deng method because it disregards interactions with unannotated proteins and therefore the parameter estimates take larger absolute values.
There are no standard procedures for this type of investigation and therefore the parameter modification described above is arbitrary.
AFs can be seen as directed graphs and therefore the parameter tree-width can be directly applied to them.
Different values for u can be specified which lead to different α i (u, p), such that Eq. (9) will not hold and therefore the parameter correlations will be relieved.
Thus, even though the number of independent parameters in an ensemble model is not clearly defined (and therefore the parameter-to-observation ratio is unclear), the gain in R free and the very high local correlations between independent runs indicate a high reliability of the ensemble models.
Please note that accurate experimentally identified fluid parameters are not available for the physical robot presented in "Experimental setup", and therefore the hydrodynamic parameters in the simulations differ from those of the experiments.
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