In addition to identifying biases in genome-wide evaluations of datasets or methods, our evaluation framework provides a way to normalize these biases out of the analysis.
The ability to effectively benchmark methods across a comprehensive evaluation suite of datasets provides an important testing ground to aid the search for uncovering the underlying basis of common human diseases.
This makes the evaluation of complex datasets much faster than evaluating hundreds of individual mass signals.
Results of Amazon dataset are shown in Fig. 6, and evaluation of other datasets is omitted due to limited space.
The hydrological modeling evaluation of these datasets was performed over 424 basins from the MOPEX database.
In addition, he became a well-known and excellent expert in statistical evaluation of ecotoxicological datasets.
Evaluation of lipidomics datasets may performed manually, or by utilizing software platforms for peak identification and quantification of lipid species.
Comparative evaluation, assay and model standardisation, greater sharing of information, collaboration and coordination between groups, and rigorous evaluation of existing datasets are steps that can be taken to enable reductions in empiricism over time.
In lieu of this, other performance measures are now being widely adopted so as to provide a more detailed and comprehensive evaluation of the datasets having a class imbalance problem. Figure 1 Plot of sensitivity and specificity.
The evaluation of multiple datasets as employed in this study has been shown to yield more reliable and valid results, because they are based on large sample numbers and the individual bias caused by each study is weakened [30].
