GetAnfGraph¶
-
GetAnfGraph
(MxDist, IsDir, NApprox=32)¶
A graph method that calculates approximate neighborhoods. Returns the number of pairs of nodes reachable in less than or equal to H hops.
Parameters:
- MxDist: int
Maximum number of hops the algorithm takes between pairs.
- IsDir: bool
Indicates whether the edges should be considered directed or undirected.
- (optional) NApprox: int
Quality of approximation. See the ANF paper (link below). Should be a multiple of 8.
Return value:
TIntFltKd
, a vector of (int, float) pairsEach pair gives the distance H (in hops) and the number of nodes reachable in <= H hops.
The ANF paper: http://www.cs.cmu.edu/~christos/PUBLICATIONS/kdd02-anf.pdf
The following example shows how to use GetAnf()
with
TNGraph
, TUNGraph
, and TNEANet
:
import snap
Graph = snap.GenRndGnm(snap.TNGraph, 100, 1000)
DistNbrsV = Graph.GetAnfGraph(3, False, 32)
for item in DistNbrsV:
print(item.Dat())
UGraph = snap.GenRndGnm(snap.TUNGraph, 100, 1000)
DistNbrsV = UGraph.GetAnfGraph(3, False, 32)
for item in DistNbrsV:
print(item.Dat())
Network = snap.GenRndGnm(snap.TNEANet, 100, 1000)
DistNbrsV = Network.GetAnfGraph(3, False, 32)
for item in DistNbrsV:
print(item.Dat())