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This in turn means the computational cost and accuracy of the molecular correction can be independently controlled and optimised.
It also has no need to construct a multi-channel structure, which means the computational complexity for the NZ index estimation is small.
In addition, although during the i increasing, e.g. i=3 which means the computational complexity of the SOR-based precoding and Neumann-based method precoding are O(K 3) and O 4K 2), respectively, the performance of SOR-based and Neumann-based have improvement in different level, the performance of Neumann and SOR are sitll close to but less than CSM-based scheme.
When further increasing the number of the nodes, it usually runs out of memory in our PC, which means the computational complexity of the BP algorithm is very high when processing the protein sequence.
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The higher the value on y-axis means the higher the computational speed.
Using correlation-based methods means that the computational cost is reduced, since only N/2 correlations have to be computed for a data set of N expression profiles.
This means that the computational effort needed to execute subsequent iterations is less and less profitable.
Moreover, the reduced dimensionality means that the computational facilities can be very modest - a basic laptop will suffice.
It means that the computational burden will be significant if islanding cutsets are searched from an original graph model.
A fairly good result is obtained using the manual operation, but a large number of initial points required means that the computational time is very long.
In numerical terms, this means that the computational cost of advanced methods, such as cohesive elements or embedded cracks, is often too high for engineering scale problems.
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