Skip to content
New issue

Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.

Already on GitHub? Sign in to your account

[Port] New rich club metric #29

Merged
merged 5 commits into from
Nov 8, 2021
Merged
Show file tree
Hide file tree
Changes from all commits
Commits
File filter

Filter by extension

Filter by extension

Conversations
Failed to load comments.
Loading
Jump to
Jump to file
Failed to load files.
Loading
Diff view
Diff view
1 change: 1 addition & 0 deletions docs/src/community.md
Original file line number Diff line number Diff line change
Expand Up @@ -19,6 +19,7 @@ Pages = [
"community/label_propagation.jl",
"community/modularity.jl",
"community/assortativity.jl"
"community/rich_club.jl"
]
Private = false
```
3 changes: 2 additions & 1 deletion src/Graphs.jl
Original file line number Diff line number Diff line change
Expand Up @@ -114,7 +114,7 @@ barabasi_albert!, static_fitness_model, static_scale_free, kronecker, dorogovtse
#community
modularity, core_periphery_deg,
local_clustering,local_clustering_coefficient, global_clustering_coefficient, triangles,
label_propagation, maximal_cliques, clique_percolation, assortativity,
label_propagation, maximal_cliques, clique_percolation, assortativity,rich_club,

#generators
complete_graph, star_graph, path_graph, wheel_graph, cycle_graph,
Expand Down Expand Up @@ -256,6 +256,7 @@ include("community/clustering.jl")
include("community/cliques.jl")
include("community/clique_percolation.jl")
include("community/assortativity.jl")
include("community/rich_club.jl")
include("spanningtrees/boruvka.jl")
include("spanningtrees/kruskal.jl")
include("spanningtrees/prim.jl")
Expand Down
27 changes: 27 additions & 0 deletions src/community/rich_club.jl
Original file line number Diff line number Diff line change
@@ -0,0 +1,27 @@
"""
rich_club(g, k)

Return the non-normalised [rich-club coefficient](https://en.wikipedia.org/wiki/Rich-club_coefficient) of graph `g`,
with degree cut-off `k`.

```jldoctest
julia> using LightGraphs
julia> g = star_graph(5)
julia> rich_club(g, 1)
0.4
```
"""
function rich_club(g::AbstractGraph{T}, k::Int) where T
E = zero(T)
for e in edges(g)
if (outdegree(g, src(e)) >= k) && (indegree(g, dst(e)) >= k )
E +=1
end
end
N = count(degree(g) .>= k)
if is_directed(g)
return E / (N*(N-1))
else
return 2*E / (N*(N-1))
end
end
17 changes: 17 additions & 0 deletions test/community/rich_club.jl
Original file line number Diff line number Diff line change
@@ -0,0 +1,17 @@

@testset "Rich club coefficient" begin
@testset "Small graphs" for _n in 5:10
@test @inferred rich_club(star_graph(_n), 1) ≈ 2 / _n
@test @inferred rich_club(DiGraph(star_graph(_n)), 1) ≈ 2 / _n
end
@testset "Directed ($seed)" for seed in [1, 2, 3], (n, ne) in [(14, 18), (10, 22), (7, 16)]
g = erdos_renyi(n, ne; is_directed=true, seed=seed)
_r = rich_club(g, 1)
@test @inferred rich_club(g, 1) > 0.
end
@testset "Undirected ($seed)" for seed in [1, 2, 3], (n, ne) in [(14, 18), (10, 22), (7, 16)]
g = erdos_renyi(n, ne; is_directed=false, seed=seed)
_r = rich_club(g, 1)
@test @inferred rich_club(g, 1) > 0.
end
end
5 changes: 3 additions & 2 deletions test/runtests.jl
Original file line number Diff line number Diff line change
Expand Up @@ -11,13 +11,13 @@ using Statistics: mean

const testdir = dirname(@__FILE__)

testgraphs(g) = is_directed(g) ? [g, DiGraph{UInt8}(g), DiGraph{Int16}(g)] : [g, Graph{UInt8}(g), Graph{Int16}(g)]
testgraphs(g) = is_directed(g) ? [g, DiGraph{UInt8}(g), DiGraph{Int16}(g)] : [g, Graph{UInt8}(g), Graph{Int16}(g)]
testgraphs(gs...) = vcat((testgraphs(g) for g in gs)...)
testdigraphs = testgraphs

# some operations will create a large graph from two smaller graphs. We
# might error out on very small eltypes.
testlargegraphs(g) = is_directed(g) ? [g, DiGraph{UInt16}(g), DiGraph{Int32}(g)] : [g, Graph{UInt16}(g), Graph{Int32}(g)]
testlargegraphs(g) = is_directed(g) ? [g, DiGraph{UInt16}(g), DiGraph{Int32}(g)] : [g, Graph{UInt16}(g), Graph{Int32}(g)]
testlargegraphs(gs...) = vcat((testlargegraphs(g) for g in gs)...)

tests = [
Expand Down Expand Up @@ -60,6 +60,7 @@ tests = [
"community/clustering",
"community/clique_percolation",
"community/assortativity",
"community/rich_club",
"centrality/betweenness",
"centrality/closeness",
"centrality/degree",
Expand Down