rSMB_partition.RdThis simulation process assumes that we have partial information on the clustering within each view component, and that the final clustering of individuals depends on a combination of the clustering on each of the views. In addition, we take into account possible label-switching: we consider that an individual belongs with a certain probability to the wrong class, thus disturbing the adjacency matrices and making the simulation more real and complex.
rSMB_partition(N, V, K, pi_k, rho, sorted = T, p_switch = NULL)Number of observations
Number of views
Vector of size Q, indicate the number of clusters in each component.
Vector of proportions of observations across clusters.
Vector of proportion of views across components.
Boolean for simulation reordering (clusters and components membership).
probability of label-switching, if NULL no perturbation between true clustering and the connectivity of individuals.
list with the parameters of the simulation ($params), and the simulations ($simulation).
See the vignette for more information.