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We evolved a population of networks starting with an initial random assignment towards the goal of maximizing the distance function.
This table is common to all genes in the network (and all networks if there is a population of networks evolving).
In this section we use simulations to explore what sort of networks can be produced by selecting for a particular property in a population of networks.
From this population of networks we repeat the process of the developmental dynamics, fitness calculation, selection, and mutation (Instead of this simple genetic algorithm, we can also assume that the number of offspring increases with the fitness. This choice does not alter the conclusion to be presented).
We evolve a population of networks in parallel by selection and mutation of the individuals.
Calculation was done on a Quad-Core AMD Opteron tm) 2.7 GHz machine with 64 GB memory, on which each 14 cores were used in parallel to optimize the population of networks in the GA.
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In China, which has the world's largest population of network engineers, where the majority of the world's routing equipment is made, where the law provides for penalties up to and including having your organs given to party members -- in that China, they can't make firewalls work.
In the third significance assessment test, 506 proteins (i.e. the number of SDE genes observed) were randomly sampled from the total population of network nodes (3412 proteins).
By contrast, Genetic Algorithms have several solutions in the beginning and crossovers can be performed to generate the diversity in the population of network structures.
Consider also the second issue, the evolution of populations of networks.
Below we evolve populations of networks using selection on attractor number and attractor length.
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