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For this purpose, a complete strong-motion signal processing toolbox is developed that can process the data with alternative techniques.
If these limitations present, they should be addressed in the report, and a decision should be made on the necessity of repeated imaging or acquiring the data with alternative imaging modalities.
The specific thresholds of ten customers and ten stores we used here have little effect on the amount of filtered data: with alternative thresholds of five customers/stores or three, 2.0 or 2.1 million transaction records are left after the filtering process.
There are several non-exclusive explanations for the significantly improved fit to the data with alternative covariance estimators.
It is also possible to fit the acquired data with alternative models that take non-Gaussian components into consideration, making it possible to resolve crossing fibers [ 26– 29].
Note that the newly annotated transcripts of Klp54D are also informed by high-throughput data, with alternative 3′ exons supported by RNA-Seq junction data.
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For efficient surveillance systems it is important to augment, not replace, existing data systems with alternative data sources.
In summary, we were able to (i) demonstrate the capability of our method by reproduction of published and unpublished data obtained with alternative methods and (ii) identify novel imbalances that were not shown before.
The SOM method is relatively infrequently applied to high-dimensional molecular data compared with alternative approaches such as hierarchical clustering despite these convincing advantages.
The confirmatory evaluation based on complete cases (n=266), on multiple imputed data, and with alternative estimation methods produces global and local model-fit indices that are comparable to those from the main analysis.
As explained, however, each model can fit the data with several alternative parameter combinations.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com