Kane, JC; Luitel, NP; Jordans, MJD; Kohrt, BA; Weissbecker, I; Tol, WA, Mental health and psychosocial problems in the aftermath of the Nepal earthquakes: findings from a representative cluster sample survey., Epidemiology and Psychiatric Sciences, vol. 27 no.
Promoter analysis in a representative cluster revealed shared putative cis-elements suggesting a common regulatory transcription mechanism.
Whilst selecting a representative clustering may highlight some interesting patterns, focussing on a single clustering is limited in scope.
Using post-processing as described above to form a representative clustering, the population is split between 12 clusters.
Partitioning around medoids (PAM) [ 24] or using square error distance [ 25] is then performed on this dissimilarity matrix to determine a representative clustering.
Afterwards, GMMSE constructs a graph based on the new data samples and the representative matrix, and searches for the most representative cluster structure.
It relies on a multicast-based listen/announce protocol to monitor state within clusters and uses a tree of point-to-point connections amongst representative cluster nodes to federate clusters and aggregate their state.
In this article, we design a novel probabilistic cluster structure ensemble framework, referred to as Gaussian mixture model based cluster structure ensemble framework (GMMSE), to identify the most representative cluster structure from the dataset.
A three-dimensional reconstruction of one representative cluster is shown in Figure 2a.
For a subset of faces (n≈250k), we used sparse dictionary learning [40] to find k=300 representative cluster centers and assigned each face to one of the centers.
The z-standardized signal time courses of all voxels are simultaneously considered, compared, and assigned to representative cluster time courses (cluster centroids).
