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Following this data-driven procedure, we have experimentally found a correspondence between the CDR estimates and the concentration parameter κ.
A data-driven procedure that permits a fully automatic selection of the value of the descent step is also proposed.
This in turn means that the setup of the parameters that characterize the metric usually is the result of data-driven procedure.
The performance of the resulting reliability-based data-driven procedure is evaluated in a simple but illustrative unidimensional problem as well as in a more realistic solution of a 3D structural problem with a material with intrinsically random constitutive behavior as concrete.
Alternatively, ρ can be treated as an unknown nuisance parameter, and a data-driven procedure, SKAT-O, used to evaluate significance, without the need for computationally intensive permutations.
To design 'negative' rules (i.e. rules that determine that an instance has no relation), we employ the same data-driven procedure that was used to design the relation classification rules (see the Manual rule creation section).
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They are obtained by completely data-driven procedures that can be used even by neophytes in nonparametric statistics.
Formal variable selection procedures were not invoked primarily due to statistical problems associated with these data-driven procedures 28 and, second, so that findings could be compared consistently across cancer sites and time points.
For ISAR imaging of a non-cooperative target, a data-driven compensation procedure must be accounted, which generally consists of range alignment and phase adjustment.
Our methodology employs a data-driven classification procedure to generate abstract representations of system turns taking into account the previous history of the dialog.
Because cross-frequency coupling strengths are based on the precise timing between higher frequency power and lower frequency phase and because of the data-driven bootstrapping procedure, these results could not be attributed to differences in frequency band specific power across condition or region.
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