After generating artificial networks via the above network models, we applied our algorithm to count the number of non-induced occurrences of all possible treelets in the Yeast, E.coli and H.pylori as well as the the artificial networks (in fact the average normalized distribution of five independent networks generated by these two models).
So is the Microsoft machine just generating artificial hype?
We showed in the section titled "Bias due to between-source referral" and in Appendix 1 that none of the 11 log-linear models corresponds to the truth for the model used to generate artificial data set 2. In fact, none of the 4 saturated models in Table 6 produces a 95% confidence interval that includes the true value.
(5) To compare observed behaviour with that expected from the model alone, we generated artificial simulated data using the decision probabilities given by this model.
The 200 first 40-taxon trees available in [ 45] were selected as model trees to generate artificial amino acid sequence datasets.
Further both theoretical and numerical studies have to be completed, in order to show the utility of these new tools in morphogenesis modelling, allowing to generate artificial objects of biological and/or medical interest (like cells, tissues, organs) by using the same operators as for recognizing them in a real image.
To date, the niche model has usually been employed using what might be called a forward modelling approach: (i) the model structure is assigned; (ii) species are assigned parameters randomly from arbitrarily -assigned distributions; (iii) the resultant model is used to generate artificial food webs; (iv) aggregate features of the artificial webs are compared to data.
Since limited quantitative clinical data were available, the IL-6 ODE model was used to generate artificial clinical data for the abnormal steady-state value shown in two key molecules: nuclear STAT3 and SOCS3.
In brief, patch clamping has led to the development of many aspects of present guard cell-signaling models that have been verified using many independent approaches and patch clamp techniques are not known to generate "artificial" models (not-with-standing that every technique has some limitation), in contrast to one of the reviewer comments.
The simulation models were then used to generate artificial plantations which were sampled using a range of different strategies.
