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The performance of supervised learning algorithms is discussed in terms of computational effort.
Our hybrid model provides substantial savings in terms of computational effort and cost while maintaining satisfactory simulation quality.
The method allows for arbitrarily large time steps and is efficient in terms of computational effort and storage.
The performance of both optimization techniques in terms of computational effort, computational time and convergence rate is compared.
In terms of computational effort, the results illustrate that solutions are obtained from a significantly restricted solution search space.
Finally, suggestions are made for the most effective (in terms of computational effort and accuracy) method for the solution of the problem according to its parameters value.
Similar(43)
As compared with threshold signature schemes designed based on the certificate-based public key systems, the proposed scheme is more efficient for generating and verifying group signatures in terms of computational efforts and communication costs.
By comparison, FP-KLE is proved to be more efficient than traditional MCS in terms of computational efforts.
The Sliding-Window Modified Parametric methods are based on a reduction of the unknown parameters in the signal model in the original parametric methods with obvious improvements in terms of computational efforts.
Since numerical modeling of a 3D percolation pattern of a specific nanosponge would be extremely difficult in terms of computational efforts and is practically impossible, as even a FIB crosscut would hardly give the exact inner pattern, we restricted ourselves to a simpler model.
Furthermore, while this novel discretization procedure clearly outperforms purely numerical analysis methods like FEM in terms of computational time and effort, it works with comparable accuracy which makes it very attractive for any practical application purpose with involved localization effects where reliable results need to be computed with low computational effort.
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