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Optimizer makes it possible to establish the number of replications
or passing with the same combination of factors but different
random seeds; this way it analyses the variability: The more
variable the model, (less steady or strong) the more replications
would be necessary.
Finally, it is possible to select the method that is going to perform
the optimisation process. There are three options:
-
experimenting every combination of factors (This is useful for a reduced number of
options
- random experimentation (this estimates how the solutions
may vary)
- more intelligent and efficient methods such as the
above cited heuristic, whose nature we describe below
The power and technique are implemented in the Optimizer
heuristic in such a way that it has been proved that it works very
well with a quite a low cycle criterion, being often found the
optimum after exploring less than 1% of the possible
combinations.
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