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Tentative cluster heads with more residual energy have smaller t, and have more probabilities to compete successfully as final cluster heads (lines 2-8).
All 29 preschool classes of these seven schools were selected as final cluster units.
All 17 (pre)school classes in these five schools were selected as final cluster units.
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The second step takes the cluster ensemble as input and combines the solutions through a consensus function, and then produces final partitioning as the final output, known as final clustering.
We use semi-supervised spectral clustering (SSC) as the base clustering, hybrid bipartite graph formulation (HBGF) as the consensus function, and spectral clustering (SC) as final clustering in the framework of consensus clustering in SSCC.
When the timer t expires, the tentative cluster head will broadcast a FINAL_HEAD_MSG ID, R c, E res, d ik ) message and compete successfully as a final cluster head.
Some might see this final cluster as a ziggurat of the future.
The clustering scheme with the minimum sum of point-to-centroid distances is selected as the final clustering for evaluation.
Subsequently all the clusters having an average mean kinship greater or equal to 0.0625 were defined as the final clusters and displayed in a dendrogram.
In order to alleviate sampling bias, Pro-CLARA repeats the sampling and the clustering process a pre-defined number of times, q, and subsequently selects as the final clustering result the set of medoids with the maximal f (V).
The algorithm repeats the clustering process a pre-defined number of times, q, and selects as the final clustering result the set of medoids with the maximal f (V).
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