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However, one should be careful of overfitting parameters on specific characteristics of one dataset, as such parameters will lead to suboptimal results when generalizing the parameter settings to other datasets.
Although good performance generally depends on the correct choice of parameters, this also increases the risk of overfitting on specific characteristics of one dataset, as such parameters will lead to suboptimal results when generalizing the parameter settings to other datasets.
Note, since the outcomes are simulated, they vary from dataset to dataset; as such, the observed actual phase I stratification varied from dataset to dataset.
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The controlled AACT dataset is quite small compared with our Cortellis dataset and as such is not directly comparable.
do not form part of this dataset, and as such, are not included in our analyses as separate diagnostic categories.
Furthermore, this was an exploratory analysis using an existing dataset and as such an estimation of sample size was not conducted in advance.
Aiming to simulate terrestrial carbon exchanges under realistic land surface conditions, we used as many satellite-observation datasets as possible, such as the standard MODIS, TRMM, and SRTM high-level land products.
However, in several datasets, such as dataset 1, dataset 2 and dataset 6, the performances are improved greatly by considering the two stages.
Thus, generated attack dataset was successfully detected as such by the RBF SVM.
Direct data monetization means selling (part of) the dataset of a company as such.
The full dataset, annotations such as Gene Ontology, Enzyme Classification, and visualizations can be explored at http://annotation.insectacentral.org/Liu2013.org/Liu2013
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