/************************************************************************* * Copyright (c) 2011 AT&T Intellectual Property * All rights reserved. This program and the accompanying materials * are made available under the terms of the Eclipse Public License v1.0 * which accompanies this distribution, and is available at * https://www.eclipse.org/legal/epl-v10.html * * Contributors: Details at https://graphviz.org *************************************************************************/ #pragma once #include #ifdef __cplusplus extern "C" { #endif typedef struct Multilevel_Modularity_Clustering_struct *Multilevel_Modularity_Clustering; struct Multilevel_Modularity_Clustering_struct { int level;/* 0, 1, ... */ int n; SparseMatrix A; /* n x n matrix */ SparseMatrix P; Multilevel_Modularity_Clustering next; Multilevel_Modularity_Clustering prev; bool delete_top_level_A; int *matching; /* dimension n. matching[i] is the clustering assignment of node i */ double modularity; double deg_total; /* total edge weights, including self-edges */ double *deg;/* dimension n. deg[i] equal to the sum of edge weights connected to vertex i. I.e., sum of row i */ bool agglomerate_regardless; ///< whether to agglomerate nodes even if this ///< causes modularity reduction. This is used if ///< we want to force agglomeration so as to get ///< fewer clusters }; enum {CLUSTERING_MODULARITY = 0, CLUSTERING_MQ}; /* find a clustering of vertices by maximize modularity A: symmetric square matrix n x n. If real value, value will be used as edges weights, otherwise edge weights are considered as 1. inplace: whether A can e modified. If true, A will be modified by removing diagonal. maxcluster: used to specify the maximum number of cluster desired, e.g., maxcluster=10 means that a maximum of 10 clusters . is desired. this may not always be realized, and modularity may be low when this is specified. Default: maxcluster = 0 (no limit) nclusters: on output the number of clusters assignment: dimension n. Node i is assigned to cluster "assignment[i]". 0 <= assignment < nclusters. . If *assignment = NULL on entry, it will be allocated. Otherwise used. modularity: achieve modularity */ void modularity_clustering(SparseMatrix A, bool inplace, int maxcluster, int *nclusters, int **assignment, double *modularity); #ifdef __cplusplus } #endif