def module_degree_zscore(cmatrix, Ci):
""" Computes 'within module degree z-score'
Computes z-score for a binary graph and its corresponding community
structure. For a directed graph, computes out-neighbor z-score.
Degree based measures for classifying nodes in the context of community
structure. The z-score describes how well the nodes are connected to other
nodes within their modules.
Note that, for directed networks, these functions compute the measures
based on the out-degree.
function Z=module_degree_zscore(A,Ci)
Parameters
---------
cmatrix : binary adjacency matrix
Ci : community structure vector
Returns
-------
Z : z-score
Output for directed graphs: "out-neighbor" z-score.
Reference: Guimera R, Amaral L. Nature (2005) 433:895-900.
Mika Rubinov, UNSW, 2008
"""
m = bct.to_gslm(cmatrix.tolist())
cil = bct.to_gslv(Ci.tolist())
str = bct.module_degree_zscore(m, cil)
strnp = bct.from_gsl(str)
bct.gsl_free(m)
bct.gsl_free(str)
return np.asarray(strnp)
def module_degree_zscore(cmatrix, Ci):
""" Computes 'within module degree z-score'
Computes z-score for a binary graph and its corresponding community
structure. For a directed graph, computes out-neighbor z-score.
Degree based measures for classifying nodes in the context of community
structure. The z-score describes how well the nodes are connected to other
nodes within their modules.
Note that, for directed networks, these functions compute the measures
based on the out-degree.
function Z=module_degree_zscore(A,Ci)
Parameters
---------
cmatrix : binary adjacency matrix
Ci : community structure vector
Returns
-------
Z : z-score
Output for directed graphs: "out-neighbor" z-score.
Reference: Guimera R, Amaral L. Nature (2005) 433:895-900.
Mika Rubinov, UNSW, 2008
"""
m = bct.to_gslm(cmatrix.tolist())
cil = bct.to_gslv(Ci.tolist())
str = bct.module_degree_zscore(m, cil)
strnp = bct.from_gsl(str)
bct.gsl_free(m)
bct.gsl_free(str)
return np.asarray(strnp)
def module_degree_zscore(*args): return _bct.module_degree_zscore(*args)
def module_degree_zscore(*args):
return _bct.module_degree_zscore(*args)
def module_degree_zscore(*args): """module_degree_zscore(gsl_matrix A, gsl_vector Ci) -> gsl_vector""" return _bct.module_degree_zscore(*args)
def module_degree_zscore(*args):
"""module_degree_zscore(gsl_matrix A, gsl_vector Ci) -> gsl_vector"""
return _bct.module_degree_zscore(*args)
