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The Markov Clustering (MCL) algorithm, based on random walks, has been applied to cluster proteomic and expression data using similar expression profiles [ 29], and to search for gene signatures in cancer expression data [ 30].
We conducted a third analysis to independently test the null hypothesis of no effect of treatment by applying Rosenbaum et al.'s permutation-based method, [ 51] which has been applied to cluster randomized trials of mental health interventions by Small et al. [ 52].
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The method has recently been applied to clustering of a whole song of the GRW [27], where in this work, a collection of possible similarity measures is presented and their respective performances are evaluated and compared.
Stability analysis has been applied to clustering microarrays by Yeung et al (2001).
(4) The K-means algorithm is applied to cluster the leading normalized eigenvectors to get the final segmentation. .
Moreover, the designed unsupervised fuzzy clustering algorithm is applied to cluster the pixels in a color image to show the efficiency of the algorithm.
Density-Based Spatial Clustering of Applications with Noise (DBSCAN) [40] was applied to cluster binding sites for each protein using n × n matrices of SiteHopper PatchScores.
Continuum removed spectral data were transformed by Principal Component Analysis (PCA), and Fuzzy K-means algorithm and taxonomic distance were applied to cluster soil samples and profiles, respectively.
Firstly, a BCD classifier is applied to cluster the input data set into several subsets by the dynamics of the time series in an unsupervised manner.
With the obtained MC and non-MC samples, using the features selected by the mRMR criterion, PFCM is applied to cluster the samples.
Further, average AGNES algorithm using DTW as a distance measure is applied to cluster the districts of Gujrat and Uttarakhand districts separately.
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