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This modular description enables greater flexibility for dynamic modelling of the propeller-shafting system, and can be easily manipulated for future design modifications.
In these systems, the domain expertise to solve a problem is encoded in the form of 'if then' rules, enabling a modular description of the knowledge, thus facilitating its maintenance and updating.
In the modular description, each node is assigned to one and only one module.
The basic idea behind significance clustering is that we can look at the bootstrap replicates to see which aspects of the modular description of the original network are best supported by the data.
Because this step requires that we cluster approximately 1000 bootstrap networks per time point, we have developed a new fast stochastic and recursive search algorithm for finding an accurate modular description of a given network (see Appendix S1).
To implement the penalty, we first, and for each bootstrap modular description, count the number of nodes in the subset that do not belong to the largest group of nodes assigned to the same cluster.
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COP mostly focuses on run time adaptation of the application's behavior by supporting modular descriptions of behavioral variations.
The algebraic models provide: (i) modular descriptions of pipelined systems; (ii) equational correctness criteria; and (iii) equational specification and verification techniques for the design of pipelined systems applicable to a range of software systems.
Each Bootstrap world panel in Fig. 4 illustrates four of these modular descriptions for four different bootstrap replicate networks, each created by the Poisson resampling procedure described above.
To allow for a 5% error, we add together the number of mismatch nodes for all bootstrap modular descriptions, excepting the 5% with the highest number of mismatches.
But in real-world networks, the organization rarely is limited to two levels, and modular descriptions can only provide cross sections of much richer structures.
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CEO of Professional Science Editing for Scientists @ prosciediting.com