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They, however, are not adaptive to the different characteristics of data in diverse applications.
While cross-validation is known to be an approximately unbiased estimator (47) of population generalizability, it may not completely account for the different characteristics of data from different samples [e.g., scanner effects, see (48)].
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Although both approaches involve data projections, they exploit fundamentally different characteristics of the data measurements to achieve the desired objective.
Importantly, these statistics are based on different characteristics of the data and are powered to identify different types of selective sweeps.
The methods and findings of this work could be helpful in studying different characteristics of social media data.
The in silico challenge seems to reward strategies that are guided by exploratory analysis of the data itself and that are adapted to the perturbations that exercise the network, and presumably penalizes established algorithms which may be based on different characteristics of certain real data sets.
Thus far, we have been comfortable to ignore it because patients with total hip replacement survive as long as or longer than non-operated controls, the differences between cemented and uncemented implants are small, any perceived differences have been explained away by different characteristics of patients at baseline, and the raw data have not previously been made available for analysis.
Although derived using the same data, the two methods assess different characteristics of signals.
Alternatively, the difference in baseline data quality might have been a reflection of different characteristics of both groups.
Different characteristics of QoS have different ranges.
Different characteristics of resins require different elution protocols for desorption.
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