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Therefore, if the CbCI algorithm is naively implemented, community detection is not a bottleneck in terms of the computation time when any of these five community detection algorithms is used.
The proposed algorithm is compared to existing techniques and found to be much more efficient in terms of the computation time, the number of exchanges needed for generating new designs, and the achieved optimality criteria.
Machine learning workloads tend to be massive, both in terms of the computation that's needed and the data that drives it.
In terms of the computation efficiency, the computation efficiency of MILP+WLS is more than twelve times as high as that of MINP for this test.
From Figure 3, we see that the ABdC-N scheme is better than the classical C-N scheme in terms of the computation accuracy.
Data mining algorithms for data analysis also play the vital role in the big data analysis, in terms of the computation cost, memory requirement, and accuracy of the end results.
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D-Wave fully aced only one of the three problems that McGeoch posed, and it is far too limited, both in terms of its memory and in terms of the computations it can perform, to do the kinds of things usually found as benchmarks in MacWorld or PC Magazine; certainly nobody has yet built a quantum computer that can run Photoshop or scroll through a document in a word processor.
What are the main differences between these methods in terms of the computations that they are implementing?
The experimental results of our proposed model demonstrate high accuracy in-terms of the computation and communication costs as well as assuring the privacy, while the existing works suffer by failing to maintain the balance between them.
Again, an exhaustive search is a very expensive approach in terms of the required computations.
This exponential growth means that pre-computation of instruments containing more than around 20 items represents an effectively intractable barrier, both in terms of the pre-computation cost and in terms of the runtime storage requirements.
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