However, visualizations cannot show all the information in the dataset.
So we set a=1 and b=2yr, with this small value for b indicating that, putting aside the information in the dataset, we have only vague beliefs about λ.
Options (c) and (d) reduce the precision of the information in the dataset through generalization.
The information in the dataset was manually curated and includes 1) study design-cohort, cancer type, subtype, endpoint, therapy history and pathological parameters-and 2) experimental procedure-sample preparation, storage, array type and signal processing method.
Conditional independence means that the information in the N datasets is independent given that a protein is either positive (GSPmito) or negative (GSN∼mito).
If the information in the three datasets was non-redundant (i.e. if the evidences were truly independent) the predicted scores would perfectly match the observed ones, like in the cross validation shown above (Figure 3).
The first step of applying topic modeling in toxicogenomics is to transform the gene expression measurements into a document-based format while retaining the information in the original dataset.
Given the structure of the information in the Pirenaica dataset, the genetic variance is distributed between paternal gametic and direct and maternal effects depending on the model of estimation and, thus, it is very difficult to clearly identify the true sources of variation.
However, these datasets do not include all of the potential MTLs in the PDB, and the information in these datasets is not sufficient.
The low reliabilities of genomic predictions using the CH reference dataset alone suggested that the information in the CH reference dataset, which mainly contained cows, was insufficient.
