In the latter dataset we also discovered two additional biases that were present in it, and that are presumably more specific to this particular dataset.
In addition, later layers of the D-CNN contain details more specific in the original dataset, e.g., MINC.
Data fusion is the process of combining data gathered from two or more sensors to produce a more specific, comprehensive and unified dataset of the inspected target.
In contrast, DREAM is a set of critical assessments motivated, like CAFA, as a means of understanding and improving inference methods (particularly network based ones), but DREAM largely focuses on more specific problems with associated datasets.
To be more specific, in a typical microarray dataset, there are thousands of gene features.
The first phenomenon was suggestive of pausing of RNAPII at splice sites, while the second was suggestive of decreased transcriptional rates within exons compared to introns; However, subsequent analysis revealed that these results are due to the two above-described biases, combined with two more specific biases present in this particular dataset.
This required restricting the cases defined in 2a & 2b to only those with a more specific probable code in the linked dataset.
Comparing with Swiss-Prot dataset-trained EFIN, HumDiv dataset trained-EFIN is much more specific on identifying damaging mutations relevant to Mendelian disease.
Previous models were based on yeast and mouse datasets and were more specific, see e.g. [ 27] that models the C16-branch of sphingolipid metabolism in RAW264.7 cells.
