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Given the previous point-estimate x t - 1 , an optimization procedure is initialized that generates a movement in the space to regions with higher values of the target function (the posterior distribution).
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The way in which the contour is initialized ensures that alternating phases of expansion/contraction required in any other active contours method is not necessary here, which simplifies the code and increases performance.
The proposed method applies eylash removal before segmenting the image with an active contours approach that is initialized by a contour that is obtained from morphological opening and closing operations.
For the case in which the boundary is moving, we convert the moving-boundary problem to a sequence of fixed-boundary problems, combined with an extrapolation procedure to initialize values that are uncovered as the boundary moves.
Since the Baum-Welch algorithm that is used for training the HMM is only capable of finding the locally optimal solution, it is important that the HMM be initialized with probabilities that are closer to probabilities of the learnt model.
Second, the level set function could be initialized as functions that are computationally more efficient to generate than the signed distance function.
It will be initialized so that it is already playing regular beats.
When the nodes are deployed in the network, swarm particles (SPi) are initialized such that the particle's position is randomly dispersed in space.
To quantify this dependence, the social movement model ΣS-HDS, diff is initialized so that a small fraction of individuals in the population are movement members and the remainder of the population consists solely of potential members.
First, a valid mapping ℱ :∪ G ∈?? V(G)→ V(S) is initialized such that ℱ =ℱℳ.
If either S or T is an empty set, D is initialized such that it contains all distances between any node in the input set (D| S ∩ T |×| S ∩ T |).
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com