Layout UMAP — layout_umap • monarchr

Generate a 2D or 2D layout of a graph using the UMAP algorithm. See here for details: igraph_layout_umap

layout_umap(graph, use_3d = FALSE, prefix = "UMAP", ...)

Arguments

graph: A graph object
use_3d: Logical, whether to use a 3D layout (TRUE) or 2D layout (FALSE). Default is FALSE (2D).
prefix: A character string prefix to add to the layout column names.
...: Additional arguments passed to the layout function.

Value

A matrix of x and y coordinates for each node in the graph.

Examples

set.seed(2024)
data(eds_marfan_kg)
g <- eds_marfan_kg |>
    fetch_nodes(pcategory == "biolink:Disease", limit = 40) |>
    expand(
        predicates = "biolink:has_phenotype",
        categories = "biolink:PhenotypicFeature"
    ) |>
    tidygraph::sample_n(200) |>
    expand(categories = "biolink:Gene")
#> `sample_n()` argument `.env` is deprecated and no longer has any effect.
X <- layout_umap(g)
g <- graph_centrality(g)
#> Computing node centrality.
plot(g, layout = X, node_size = centrality)
#> Warning: ggrepel: 196 unlabeled data points (too many overlaps). Consider increasing max.overlaps