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In addition, there is an updated formulation and rigorous handling of parameters - e.g. event symmetry, SPThresh (see Section 4.2.2) - which allows the user to employ the framework in an unsupervised way.
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Our results show that the implemented L-BFGS algorithm on the HPCC Systems can easily scale from handling millions of parameters on dozens of computational nodes to handling billions of parameters on hundreds of machines in a reasonable amount of time.
Our experimental results show that our implementation of the L-BFGS algorithm can scale from handling millions of parameters on dozens of machines to billions of parameters on hundreds of machines.
Each cytometer and associated acquisition software have their own quirks, especially with regard to handling of ratiometric parameters.
Bugfix: correctly handle widening of parameters and returns.
The ciao_contrib.runtool module has been updated to include the new fluximage script, support setting parameters with an array, better handling of long parameter values, and minor improvements to the set_pfiles and new_pfiles_environment routines.
Handling of non-normal parameters: If parameters are not normally distributed, Bayesian methods provide more accurate results as they can deal with asymmetric distributions.
Volunteer desktop grids, like BOINC, are designed to handle millions of parameter sweep type jobs and millions of desktop machines as worker nodes.
With a focus on a number of state-of-the-art techniques in the area of autonomous non-rigid space systems control, realization of a comprehensive strategy is worthy of investigation to handle a set of parameters of the present overactuated processes with model uncertainties.
Compared with FRP, the FFP cannot handle the fuzziness of parameters in constraints' left-hand-sides.
Even though the parameter optimizer handles any number of parameters simultaneously, a comprehensive optimization would in general be far too computationally expensive.
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