rSMB_partition {mimiSBM}

Simulation of mixture multilayer Stochastick block model

Description

This 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.

Usage

rSMB_partition(N, V, K, pi_k, rho, sorted = TRUE, p_switch = NULL)

Arguments

N

Number of observations

V

Number of views

K

Vector of size Q, indicate the number of clusters in each component.

pi_k

Vector of proportions of observations across clusters.

rho

Vector of proportion of views across components.

sorted

Boolean for simulation reordering (clusters and components membership).

p_switch

probability of label-switching, if NULL no perturbation between true clustering and the connectivity of individuals.

Details

See the vignette for more information.

Value

list with the parameters of the simulation ($params), and the simulations ($simulation).