See http://snap.stanford.edu/data/index.html. Download one of these datasets and explore. Is there evidence of small-world behavior? Is the network scale-free? What else can you discover? 5.7 Explanatory models Figure 5.2: The logical structure of an explanatory model. We started the ...
All scale-free networks had a scale-free exponent of 2.0 with a 90% R2-correlation. According to the results given in Table 1, it is evident that the Nash-QRE divergence is minimum for the scale-free topology class under all three types of rationality functions. As one would expect, the...
We constructed Kaplan-Meier survival curves using available data for recurrence-free survival (Marisa et al., 2013) and overall survival (Cancer Genome Atlas Network, 2012). To assess the association of expression risk score with survival outcomes while adjusting for known risk factors we fit a ...
whereas the others, given by the time-averaged Sym-H and its time derivative, as well as the AL index and its time-derivative, characterize storm and substorm dominated states that contain solar
Some form of node sampling must be adopted to make training tractable when the full graph is too large to fit into memory. However, both graph partitioning and layer sampling are compatible with GIST (see Sects. 5.2 and 5.4). We adopt graph partitioning in the main experiments due to the ...
which was significantly higher than that at the genome-wide level (6.39%), indicating the important role of tandem duplication in the expansion of NBS genes inM. lutarioriparius. Phylogenetic analysis based on NBS domain showed no distinct clades, and yielded a ‘star-like’ topology (Supplementa...
[ hana-s-mm ] # Clone Set: cln_SAPHanaTopology_HN1_HDB03 [rsc_SAPHanaTopology_HN1_HDB03] # Started: [ hana-s1-db1 hana-s1-db2 hana-s1-db3 hana-s2-db1 hana-s2-db2 hana-s2-db3 ] # Stopped: [ hana-s-mm ] # Master/Slave Set: msl_SAPHana_HN1_HDB03 [rsc_SAPHana...
The maturation of single-cell transcriptomic technologies has facilitated the generation of comprehensive cellular atlases from whole embryos1–4. A majority of these data, however, has been collected from wild-type embryos without an appreciation for th
behaviour in long‑term historical data of a real‑world power grid Bálint Hartmann * & Viktória Sugár Since the introduction of small-world and scale-free properties, there is an ongoing discussion on how certain real-world networks fit into these network science ...
In one embodiment, the Inferelator is used to find optimal kinetic parameters and return ensembles of differential equation-based models where the parameters are chosen such that they respect the input topology and optimally fit the initial data. In one embodiment, data fitting produces a system ...