degree.sequence.game {igraph} | R Documentation

## Generate random graphs with a given degree sequence

### Description

It is often useful to create a graph with given vertex degrees. This is exactly what `degree.sequence.game` does.

### Usage

    degree.sequence.game(out.deg, in.deg = numeric(0),
         method = c("simple", "vl"), ...)

### Arguments

`out.deg` | Numeric vector, the sequence of degrees (for undirected graphs) or out-degrees (for directed graphs). For undirected graphs its sum should be even. For directed graphs its sum should be the same as the sum of `in.deg`.
`in.deg` | For directed graph, the in-degree sequence.
`method` | Character, the method for generating the graph. Right now the “simple” and “vl” methods are implemented.
`...` | Additional arguments, these are used as graph attributes.

### Details

The “simple” method connects the out-stubs of the edges (undirected graphs) or the out-stubs and in-stubs (directed graphs) together. This way loop edges and also multiple edges may be generated.

This method is not adequate if one needs to generate simple graphs with a given degree sequence. The multiple and loop edges can be deleted, but then the degree sequence is distorted and there is nothing to ensure that the graphs are sampled uniformly.

THe “vl” method is a more sophisticated generator. The algorithm and the implementation was done by Fabien Viger and Matthieu Latapy. This generator always generates undirected, connected simple graphs, it is an error to pass the `in.deg` argument to it. The algorithm relies on first creating an initial (possibly unconnected) simple undirected graph with the given degree sequence (if this is possible at all). Then some rewiring is done to make the graph connected. Finally a Monte-Carlo algorithm is used to randomize the graph. The “vl” samples from the undirected, connected simple graphs unformly. See http://www-rp.lip6.fr/~latapy/FV/generation.html for details.

### Value

The new graph object.

### Author(s)

Gabor Csardi csardi@rmki.kfki.hu

### See Also

`erdos.renyi.game`, `barabasi.game`, `simplify` to get rid of the multiple and/or loops edges.

### Examples

    ## The simple generator
    g <- degree.sequence.game(rep(2,100))
    degree(g)
    is.simple(g)   # sometimes TRUE, but can be FALSE
    g2 <- degree.sequence.game(1:10, 10:1)
    degree(g2, mode="out")
    degree(g2, mode="in")

    ## The vl generator
    g3 <- degree.sequence.game(rep(2,100), method="vl")
    degree(g3)
    is.simple(g3)  # always TRUE

    ## Exponential degree distribution
    ## Note, that we correct the degree sequence if its sum is odd
    degs <- sample(1:100, 100, replace=TRUE, prob=exp(-0.5*(1:100)))
    if (sum(degs) %% 2 != 0) { degs[1] <- degs[1] + 1 }
    g4 <- degree.sequence.game(degs, method="vl")
    all(degree(g4) == degs)

    ## Power-law degree distribution
    ## Note, that we correct the degree sequence if its sum is odd
    degs <- sample(1:100, 100, replace=TRUE, prob=(1:100)^-2)
    if (sum(degs) %% 2 != 0) { degs[1] <- degs[1] + 1 }
    g5 <- degree.sequence.game(degs, method="vl")
    all(degree(g5) == degs)

[Package igraph version 0.5.2 Index]