The proposed methodologies are generally applicable over a large range of networks.
Not unexpectedly, there were significant differences between patients with asthma and controls revealing differential expression of 23 amongst 1126 sputum proteins covering a large range of networks related to immunity, inflammation, protease activity, angiogenesis etc.
The graphical lasso algorithm was used to compute the network topologies offering a very fast and easy computational set up, to provide a large range of candidate network topologies.
As for the computations, we used the Graphical Lasso algorithm which provided a large range of candidate network topologies.
The network involves a large range of hospital sizes, as well as a mixture of academic and community hospitals, ensuring a diverse mixture of patients and practice patterns that will lend external validity to our findings.
We study the frequency-dependent impedance measurements on transparent, flexible single-walled carbon nanotube networks over a large range of frequencies, from 40 Hz to 20 GHz.
As an example, I j A (t ) = 1 indicates that gene j is member of a connected component in the network N A t but not in the network N B t. Step 4Finally, genes that are members of connected components in only one of the networks over a large range of correlation thresholds are selected.
In previously published reports, we described the construction of a set of 90 networks that captured a large range of biological processes relevant to non-diseased lung tissue.
A set of experimental data, covering a large range of parameters, for the training and testing of neural networks is used.
Second, as is often the case with large networks, persistence of observed phenomena is robust to a large range of most parameter values and therefore identifying these parameters exactly is not of great interest.
