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The adaptive synthetic over-sampling technique was applied to solve the imbalanced dataset issues.
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Although we have controlled for possible confounders available in the dataset, issue of residual confounders cannot be ignored.
The current IAT has been very challenging from multiple logistic aspects: recruitment and coordination of biocurators that can properly evaluate the systems; selection of datasets; issues of system readiness and data collection, formatting and processing.
These CDF show that users part of these datasets issued at least 500 queries.
The satisfactory results obtained for the dengue dataset encourages the application of GP to model relatively small datasets issued from a single laboratory.
The simulations considered in this paper relate to using predictions to assess performance in the derivation dataset and issues regarding validation are left for discussion.
Instead of the dataset publisher issuing identifiers for data at the level that researchers seem likely to cite, researchers could issue identifiers for precisely the part of the dataset that they want to cite.
NHS England has decided to not publish its usual weekly datasets covering issues such as patient waiting times in A&E after this Friday, 19 December, until 9 January.
Massive datasets have issues of scale, heterogeneity, multidimensional complexity, error handling, privacy, provenance, and many types of biases (NRC 2013; Monteith et al. 2015).
Several studies (e.g., Rabus et al. 2003; Slater et al. 2006; Farr et al. 2007; Yang et al. 2011) provide more elaborated details of SRTM datasets including issues such as data processing, accuracy, errors, and applications.
However, it can be argued that the monolingual nature of the languaging in the Sw-dataset curtails issues of access for citizens who use language-varieties other than Swedish.
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CEO of Professional Science Editing for Scientists @ prosciediting.com