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Indeed, in our algorithm, the total number of distance updates in each epoch is n because there is one update for the cluster assignment of each object.
We define the private data as the preference vectors P i, distances between the P i and the centroid C k, and the result of the clustering algorithm, which is the final cluster assignment of each user.
rmVQ_fk_nps a variant of VQ_fk_nps is obtained by using random vectors in step 1.2 of the initialization phase as originally defined in vector quantization and using an entire update on the distance matrix after the cluster assignment of all the data vectors in step 2.1 of the cluster update phase as originally proposed in kernel-based vector quantization in [10].
mVQ_fk_nps also as a variant of VQ_fk_nps, mVQ_fk_nps is obtained by using an entire update on the distance matrix after the cluster assignment of all the data vectors in step 2.1 of the cluster update phase as originally proposed in kernel-based vector quantization in [10].
Goodness-of-fit of the obtained classification tree was compared to the cluster assignment of Multimix, by dropping individuals down the classification tree, and by comparing the R tree-based classification of subjects to the Multimix-based one.
For comparison, we also shuffled the cluster assignment of each response and repeated the analysis.
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It looks for a module partition M (i.e., a set of cluster assignments) of N nodes into m clusters that minimizes the following expected description length of a single step in a random walk on the graph: {text{L}}left( {text{M}} right) = {text{q}}*{text{H}}left( {text{Q}} right) + mathop sum limits_{i = 1}^{m} p_{i} Hleft( {P_{i} } right).
Briefly, the cluster assignments of structural variables extracted from simulation ensembles were minimized subject to a constraint on a cluster radius, such that no member of a cluster was farther than a specified distance from the cluster center.
All reference to known cluster assignments of mycobacteriophages were designated by Hatfull et al. [ 7].
It returns the membership probabilities and cluster assignments of the individuals.
For orthologous cluster assignments of the pseudogenes, TBLASTX was used (e value of 1e− and an overlap of 80% query subject) against the proteins present in the orthologous clusters.
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