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Meanwhile, when maintaining cluster structure, the neighborhood follow strategy also considers the gain based on the historical cluster belonging information.
While jHeatmap[39] and the BioJS HeatmapViewer component [40] can display only the data heatmap without its underlying cluster structure, the Heatmap viewer from the JavaScript library canvasXpress[41] offers only limited functionality.
To ensure that our modelling strategy has accounted for heteroscedasticity due to cluster structure, the residuals from the best model were further analyzed by fitting a residual intercept model (i.e., null model) and a residual random intercept model.
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Since they lack clear clustering structure, the algorithm keeps on searching and also keeps on finding better allocations of the prototypes.
This scatterplot shows a clear two-cluster structure: the yellow dots display the 30 training and validation combinations within studies MNZ, ST1, ST2, TRP, UNT and VDX.
The Markov cluster algorithm (MCL) [34] finds the cluster structure in the form of graphs using the mathematical bootstrapping procedure.
To investigate the both the community (or cluster) structure of the empirical network and the memory web we use the method of Ref. [27].
To allow the SOM to learn the cluster structure of the input data space, 300,000 unsupervised learning steps were performed.
The growth process via secondary nucleation eventually transforms the cluster structure to the lamellar structure.
Given the cluster structure of the reactions, different reaction patterns show up with respect to the within-cluster and out-cluster distances.
The node importance evaluation method based on the cluster contraction principle is using certain rules to find the cluster structure in the network.
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CEO of Professional Science Editing for Scientists @ prosciediting.com