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Figure 4 Algorithm convergence behavior for different initialization points.
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(ii) The algorithm consistently arrives at the same combination of the transmit power tuple and achieves the same minimum distortion for a wide range of different initialization points.
The larger pool also means that the scheduling algorithm has more options to choose a different set of users or encoding order that may negate any effect from the different initialization point.
Table 3 shows the average segmentation accuracies as well as computation time for different initialization schemes.
Figure 8 PolSDE versus iterations for different initializations.
Figure 2 Convergence behaviour of the iterative approach for different initializations with the direct link.
After this is repeated for both femurs, the two initialization points are used in initializing the ASM shape for pelvic ring detection.
In other words, we can say that the algorithm exhibits start point independence (for a wide range of initialization points).
Cluster centroids are initialized; the different initialization schemes used are explained in the next section.
Figure 3 shows the segmentation results of a vascular biopsy image for five different initializations (same size but different location).
For any feasible initialization point { p k ( 0 ) } k = 1, ℓ = 1 K, L, Algorithm 1 is guaranteed to converge.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com