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Two of its main features are that it is independent of the knowledge of the kinetics and that its implementation does not require the fulfillment of any observability conditions.
The main advantage of this approach is that it exploits the knowledge of the parametric model of mixing transformation in the separation procedure while its implementation does not require the knowledge of the explicit inverse of the model because the separating structure can be designed using a recurrent network.
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Compared to the parallelized implementation of L-BFGS called Sandblaster, by Google, the HPCC Systems implementation does not require adding any new component such as a parameter server to the framework.
The implementation does not require packet payload processing and can be performed with network layer information only.
Since a transversal implementation does not require a Levinson Durbin type conversion algorithm, the fast RLS transversal ARMA filtering method in subbands is computationally advantageous as compared to the proposed lattice method.
The proposed implementation does not require any transpose memory and has a dual clocked pipeline structure.
We have also reported that the proposed implementation does not require as many microphones as its time-domain counterpart to work reasonably well.
Here an analytical controller is defined as the one whose implementation does not require solving a constrained optimization problem numerically.
While the method is simple and its implementation does not require large computational power, we showed that it performs similarly to a published method based on support vector machines.
Since the proposed algorithms are based on SPH interpolations their implementation does not require complex geometrical procedures.
One of the known weaknesses of GCT screening is that its implementation does not require clear relationship to food intake (fasting, pre-, and postprandial phases, or postabsorption period), which creates very different metabolic conditions under which the test is done during the day.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com