def __init__(self,
source_data,
number_clusters,
osc_initial_phases=initial_type.RANDOM_GAUSSIAN,
initial_neighbors=3,
increase_persent=0.15,
ccore=False):
"""!
@brief Costructor of the oscillatory network hSyncNet for cluster analysis.
@param[in] source_data (list): Input data set defines structure of the network.
@param[in] number_clusters (uint): Number of clusters that should be allocated.
@param[in] osc_initial_phases (initial_type): Type of initialization of initial values of phases of oscillators.
@param[in] initial_neighbors (uint): Defines initial radius connectivity by calculation average distance to connect specify number of oscillators.
@param[in] increase_persent (double): Percent of increasing of radius connectivity on each step (input values in range (0.0; 1.0) correspond to (0%; 100%)).
@param[in] ccore (bool): If True than DLL CCORE (C++ solution) will be used for solving.
"""
self.__ccore_network_pointer = None
if (initial_neighbors >= len(source_data)):
initial_neighbors = len(source_data) - 1
if (ccore is True):
self.__ccore_network_pointer = wrapper.hsyncnet_create_network(
source_data, number_clusters, osc_initial_phases,
initial_neighbors, increase_persent)
else:
super().__init__(source_data, 0, initial_phases=osc_initial_phases)
self.__initial_neighbors = initial_neighbors
self.__increase_persent = increase_persent
self._number_clusters = number_clusters
def __init__(self, source_data, number_clusters, osc_initial_phases = initial_type.RANDOM_GAUSSIAN, initial_neighbors = 3, increase_persent = 0.15, ccore = True):
"""!
@brief Costructor of the oscillatory network hSyncNet for cluster analysis.
@param[in] source_data (list): Input data set defines structure of the network.
@param[in] number_clusters (uint): Number of clusters that should be allocated.
@param[in] osc_initial_phases (initial_type): Type of initialization of initial values of phases of oscillators.
@param[in] initial_neighbors (uint): Defines initial radius connectivity by calculation average distance to connect specify number of oscillators.
@param[in] increase_persent (double): Percent of increasing of radius connectivity on each step (input values in range (0.0; 1.0) correspond to (0%; 100%)).
@param[in] ccore (bool): If True than DLL CCORE (C++ solution) will be used for solving.
"""
self.__ccore_network_pointer = None;
if (initial_neighbors >= len(source_data)):
initial_neighbors = len(source_data) - 1;
if ( (ccore is True) and ccore_library.workable() ):
self.__ccore_network_pointer = wrapper.hsyncnet_create_network(source_data, number_clusters, osc_initial_phases, initial_neighbors, increase_persent);
else:
super().__init__(source_data, 0, initial_phases = osc_initial_phases, ccore=False);
self.__initial_neighbors = initial_neighbors;
self.__increase_persent = increase_persent;
self._number_clusters = number_clusters;
