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Grid sensitivity analysis was performed to find a tradeoff between obtaining adequate precision and saving computational effort.
In the future, we will look at even further improved quality prediction and fusion techniques combining multiple segmentation algorithms at once and new sequential approaches saving computational effort.
Not only need the graph be less densely connected than the all versus all matrix, thus saving computational effort, but also there is the added benefit that the incremental updates of the structural similarity graph and the choice of structural representatives are completely decoupled.
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This fact includes some constraints in the degree and order of the terms which are present in the geopotential formula, saving computational efforts compared to the integration of the full model.
The method is effective in saving computational efforts without compromising the accuracy of uncertainty assessment.
Response surface based metamodels for objective functions were used to save computational effort.
This hybrid approach saves computational effort and makes it easier to properly specify inlet and outlet boundary conditions.
Therefore, we limit runtime to 15 h to save computational effort and report the best solution obtained after 15 h.
The application of this algorithm not only saves computational effort but, it uses also the path-set enumeration instead of the tedious state space enumeration.
As in other factor models, to save computational effort we can truncate Λ to include only its first k* < k columns because we require the variance explained by each later column to approach zero.
For online applications, a look up table can be calculated offline to save computational efforts.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com