Create a simulated multilevel network (MLVSBM object)
mlvsbm_simulate_network( n, Q, pi, gamma, alpha, directed, affiliation = "uniform", distribution = list("bernoulli", "bernoulli"), no_empty_org = FALSE, no_isolated_node = FALSE )
A list of 2 positive integers, the number of individuals and organizations.
A list of 2 positive integers, the number of clusters of individuals and organizations.
A vector of probabilities of length Q_O, the mixture parameter for the organizations.
A \(Q_I \times Q_O\) matrix with each column summing to one, the mixture parameters for the individuals
A list of 2 matrices, a \(Q_I \times Q_I\) matrix giving the connectivity probabilities of the individuals and a \(Q_O \times Q_O\) matrix giving the connectivity probabilities of the organizations.
A list of 2 logical. Is the individual level a directed network ? Is the inter-organizational level a directed network?
The distribution under which the affiliation matrix is simulated in c("uniform", "preferential").
A list for the distribution of X, only "bernoulli" is implemented.
A logical with FALSE as default, should every organizations have at least one affiliated individual? Needs to have \(n_I \geq n_O\).
A logical, if TRUE then the network is simulated again until all nodes are connected.
An MLVSBM object, a simulated multilevel network with levels, affiliations and memberships.
my_mlvsbm <- MLVSBM::mlvsbm_simulate_network( n = list(I = 10, O = 20), # Number of nodes for the lower level and the upper level Q = list(I = 2, O = 2), # Number of blocks for the lower level and the upper level pi = c(.3, .7), # Block proportion for the upper level, must sum to one gamma = matrix(c(.9, .2, # Block proportion for the lower level, .1, .8), # each column must sum to one nrow = 2, ncol = 2, byrow = TRUE), alpha = list(I = matrix(c(.8, .2, .2, .1), nrow = 2, ncol = 2, byrow = TRUE), # Connection matrix O = matrix(c(.99, .3, .3, .1), nrow = 2, ncol = 2, byrow = TRUE)),# between blocks directed = list(I = FALSE, O = FALSE)) # Are the upper and lower level directed