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which means that the lower level clusters will contain more tasks as ( p_k_{2} /p_k_{ 1 ) increase, and the upper level will contain more sub-clusters and tasks as ( p_k_{3} ) increase.
The detection of outliers in the models was completed using a top-down approach [ 22]: outliers at level 3 (herds) were examined first, and then the lower level clusters (cattle and visits).
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BPD is good at lower level clustering but performs poorly at higher level.
B i is refined representation of one lower level cluster B i −1.
There is no lower level cluster which is not contained or covered by an upper level cluster.
Secondly, the hierarchical clustering of the edges allows only for binary joins between edges and therefore each lower level cluster will be joined with exactly one other cluster at each step.
This procedure, while allowing reasonable resolution of the higher-order relationships, might on occasions produce relatively flat hierarchies for lower-level clusters where none of the methods offer reliable resolution of relationships.
The lower-level clustering of peaks into compounds follows the Dirichlet process (Escobar, 1994), leading to a non-parametric determination of the complexity for the lower-level latent variable.
(ii) The lower-level clustering can be improved to detect even the weakest peaks by incorporating prior knowledge about the relative positions of the peaks associated with one compound.
While along the signaling pathway we find mainly genes with fast offset and lower response level (Cluster 2), such as the adaptor protein MyD88, the MAPK signaling pathway, and the JAK-STAT signaling pathway.
The red bar localizes genes with lower levels in cluster-1 but their expression is not higher in cluster-3 than in clusters-2 and −4.
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